Below is a list of books written with bookdown, including those published to bookdown.org (books without substantial content are excluded) and a few hosted on external servers. The books are ordered roughly by date. An asterisk * after a date indicates the date is unknown, which often means a date field is missing in the YAML metadata of the source document index.Rmd. The list of books is automatically generated. For more information (including how to add or remove your books on this page), please see the About page.

Geographic Data Science with R: Visualizing and Analyzing Environmental Change

2023-01-28

A book example for a Chapman & Hall book. […] We live in a time of unprecedented environmental change, driven by the effects of fossil fuels on the Earth’s climate and the expanding footprint of human land use. To mitigate and adapt to these changes, there is a need to understand their myriad impacts on human and natural systems. Achieving this goal requires geospatial data on a variety of environmental factors, including climate, vegetation, biodiversity, soils, terrain, water, and human populations. Consistent monitoring is also necessary to identify where changes are occuring and … Read more →

1

2023-01-28

Dansksprogede noter, der opsummerer væsentlige dele af pensum i HD Business Intelligence. […] Nærværende notesæt er udarbejdet som et dansksproget supplement til fagets lærebog: Agresti, Franklin og Klingenberg: “Statistics: The Art and Science of Learning from Data,” Pearson, 5. udgave … Read more →

2

R Graphics Cookbook, 2nd edition

2023-01-28

This cookbook contains more than 150 recipes to help scientists, engineers, programmers, and data analysts generate high-quality graphs quickly—without having to comb through all the details of R’s graphing systems. Each recipe tackles a specific problem with a solution you can apply to your own project and includes a discussion of how and why the recipe works. […] Welcome to the R Graphics Cookbook, a practical guide that provides more than 150 recipes to help you generate high-quality graphs quickly, without having to comb through all the details of R’s graphing systems. Each recipe … Read more →

3

rOpenSci Packages: Development, Maintenance, and Peer Review

2023-01-28

Extended version of the rOpenSci packaging guide. This book is a guide for authors, maintainers, reviewers and editors of rOpenSci. The first section of the book contains our guidelines for creating and testing R packages. The second section is dedicated to rOpenSci’s software peer review process: what it is, our policies, and specific guides for authors, editors and reviewers throughout the process. The third and last section features our best practice for nurturing your package once it has been onboarded: how to collaborate with other developers, how to document releases, how to promote your package and how to leverage GitHub as a development platform. The third section also features a chapter for anyone wishing to start contributing to rOpenSci packages. Read more →

4

STAT 350 Handouts

2023-01-27

Kevin Ross Handouts containing examples, exercises, and notes covering selected topics from Cal Poly STAT … Read more →

5

Stat 343 Notes: Spring 2023

2023-01-27

Notes and course info for Stat 343 […] These notes are divided into three sections: This document isn’t designed to be read through in order – hence all the hyperlinks. Use the sidebar to navigate to what you need (you can also bookmark specific locations in your browser), and feel free to ask (or start a discussion thread!) if you can’t find something. Happy … Read more →

6

Stat 242 Notes: Spring 2023

2023-01-27

Notes and docs for Stat 242 […] These notes are divided into different sections: This document isn’t designed to be read through in order – hence all the hyperlinks. Use the sidebar to navigate to what you need (you can also bookmark specific locations in your browser), and feel free to ask (or start a discussion thread!) if you can’t find something. Happy … Read more →

7

Notes for Nonparametric Statistics

2023-01-27

Notes for Nonparametric Statistics. MSc in Statistics for Data Science. Carlos III University of Madrid. [...] Welcome to the notes for Nonparametric Statistics. The course is part of the MSc in Statistics for Data Science from Carlos III University of Madrid. The course is designed to have, roughly, one session per each main topic in the syllabus. The schedule is tight due to time constraints, which will inevitably make the treatment of certain methods somehow superficial. Nevertheless, the course will hopefully give you a respectable panoramic view of different available topics on ... Read more →

8

PSY-401017 R Workshop

2023-01-27

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

9

Survey Design and Analysis

2023-01-27

Survey design and analysis using R. […] This is a compilation of notes from my study of survey design and analysis. I completed Data Camp courses Survey and Measurement Development in R (Mount, n.d.) and Analyzing Survey Data in R (McConville, n.d.), then moved on to Thomas Lumley’s Complex Surveys: a guide to analysis using R (Lumley 2010). The following resources are also helpful. Only simple random sample survey designs can be analyzed with with normal statistical test functions - complex survey designs require special treatment. The survey package (Lumley 2021) handles both simple and … Read more →

10

R paso a paso

2023-01-27

PREFACIO | R paso a paso […] Este texto sobre el uso de R ha sido concebido con dos propósitos. En primera instancia, aportar los elementos necesarios, partiendo de cero, para iniciarse en este universo, sin que se requiera ningún conocimiento previo ni de programación ni de estadística. En segunda instancia, mantener el carácter secuencial de la presentación, lo que implica que los diferentes conceptos se van construyendo a partir de los elaborados anteriormente. Para contribuir a la satisfacción del primer objetivo, se ha evitado establecer paralelos con otras aplicaciones estadísticas o … Read more →

11

Statistical rethinking with brms, ggplot2, and the tidyverse: Second edition

2023-01-26

This book is an attempt to re-express the code in the second edition of McElreath’s textbook, ‘Statistical rethinking.’ His models are re-fit in brms, plots are redone with ggplot2, and the general data wrangling code predominantly follows the tidyverse style. […] This ebook is based on the second edition of Richard McElreath’s (2020a) text, Statistical rethinking: A Bayesian course with examples in R and Stan. My contributions show how to fit the models he covered with Paul Bürkner’s brms package (Bürkner, 2017, 2018, 2022j), which makes it easy to fit Bayesian regression models in R (R … Read more →

12

Cooking After Retirement

2023-01-26

Cooking After Retirement … Read more →

13

GEOG5917 Big Data & Consumer Analytics - RStudio Practicals

2023-01-26

This contains materials to support the University of Leeds GEOG5917 module, delivered by Lex Comber […] This is an on-line book written to support the practicals for the GEOG5917 Big Data and Consumer Analytics module, delivered by Lex Comber of the School of Geography, from the University of Leeds. A real book was written based on the materials developed for this module: Geographical Data Science and Spatial Data Analysis: An Introduction in R (Comber and Brunsdon 2021 - link here) and the module also draws from An Introduction to Spatial Analysis and Mapping in R (Brunsdon and Comber 2018 … Read more →

14

Statistics 240 Course Notes

2023-01-26

This book contains case studies and course notes for STAT 240, Introduction to Data Modeling, at the University of Wisconsin, including instruction for many tidyverse packages […] Statistics 240 is a first course in data science and statistical modeling at the University of Wisconsin - Madison. The course aims to enable you, the student in the course, to gain insight into real-world problems from messy data using methods of data science. These notes chart an initial path for you to gain the knowledge and skills needed to become a data scientist. The structure of the course is to present a series … Read more →

15

R 语言学习笔记

2023-01-26

A book created with bookdown. […] Book in early development. Planned release in 202X. The phrase “does not work” is not very helpful, it can mean quite a few things including: There are probably others. Running your code I think the answer is the last one. — Greg Snow 1 R 社区提供了丰富的帮助资源，可以在 R 官网搜集的高频问题 https://cran.r-project.org/faqs.html 中查找，也可在线搜索 https://cran.r-project.org/search.html 或 https://rseek.org/ ，更多获取帮助方式见 … Read more →

16

2023-01-26

The official textbook of PSY 207 for the Fall 2021 Semester. […] This book is a compilation of the readings developed for the Fall 2021 Semester offering of Psychology 207: Advanced Statistics. Please don’t try to sell this book because there are about a million copyright violations in it. … Read more →

17

_main.knit

2023-01-26

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Este es el sitio web para el libro digital Transformación Digital: experiencias colectivas publicado por Editorial Universidad Nacional de Colombia. Consulta el libro digital desde el portal del Repositorio Institucional - ... Read more →

18

Doing Bayesian Data Analysis in brms and the tidyverse

2023-01-26

This project is an attempt to re-express the code in Kruschke’s (2015) textbook. His models are re-fit in brms, plots are redone with ggplot2, and the general data wrangling code predominantly follows the tidyverse style. […] Kruschke began his text with “This book explains how to actually do Bayesian data analysis, by real people (like you), for realistic data (like yours).” In the same way, this project is designed to help those real people do Bayesian data analysis. My contribution is converting Kruschke’s JAGS and Stan code for use in Bürkner’s brms package (Bürkner, 2017, 2018, 2022g), … Read more →

19

CASA0005 Geographic Information Systems and Science

2023-01-26

The CASA0005 Geographic Information Systems and Science practical book […] Hello and a warm welcome to the CASA0005 Geographic Information Systems and Science online practical handbook. The buzzword ‘Big data’ and associated roles of data scientists have become common additions to academia, industry and government organisations seeking to optimise workflows and base decisions on factual evidence (Donoho 2017; Li et al. 2016).In response, the demand for data scientists has significantly grown, with two major recruitment websites LinkedIn and Glassdoor reporting a respective 56% and 44% year … Read more →

20

Geocomputation with R

2023-01-26

Welcome | Geocomputation with R is for people who want to analyze, visualize and model geographic data with open source software. It is based on R, a statistical programming language that has powerful data processing, visualization, and geospatial capabilities. The book equips you with the knowledge and skills to tackle a wide range of issues manifested in geographic data, including those with scientific, societal, and environmental implications. This book will interest people from many backgrounds, especially Geographic Information Systems (GIS) users interested in applying their domain-specific knowledge in a powerful open source language for data science, and R users interested in extending their skills to handle spatial data. Read more →

21

R Development Guide

2023-01-26

A guide to R development. … Read more →

22

Statistical rethinking with brms, ggplot2, and the tidyverse

2023-01-25

This project is an attempt to re-express the code in McElreath’s textbook. His models are re-fit in brms, plots are redone with ggplot2, and the general data wrangling code predominantly follows the tidyverse style. […] I love McElreath’s (2015) Statistical rethinking text. It’s the entry-level textbook for applied researchers I spent years looking for. McElreath’s freely-available lectures on the book are really great, too. However, I prefer using Bürkner’s brms package (Bürkner, 2017, 2018, 2022i) when doing Bayesian regression in R. It’s just spectacular. I also prefer plotting with … Read more →

23

Applied Bayesian Modeling and Prediction

2023-01-25

Course notes for Applied Bayesian Modeling and Prediction (STAT 768) at Kansas State University for Spring 2023 semester […] This document contains the course notes for Applied Bayesian Modeling and Prediction (STAT 768) at Kansas State University. During the semester we will cover the basics such as the Bayesian model development, implementation, checking, and inference/prediction. We will focus on formulating and implementing bespoke Bayesian models that are tailored to answer scientific questions or applied problems ranging from environmental management to … Read more →

24

Marketing Research and Analytics

2023-01-25

Matured Big Data Analytics provides new product, consumer, market, and competitor insights in a real-time fashion. […] This is an early draft for my Marketing Research course (MKTG4000) at CSUB. The free mannual (outline) is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. “I do not care which tool or language you use for assignments, as long as you do your own work.” You can access the script on the course website. You don’t need to actually know to code in R for this course although you will be able to pick up this skill slowly when we … Read more →

25

Statystyka 2 - skrypt

2023-01-25

Statystyka 2 - skrypt […] Ten skrypt został przygotowany na zajęcia Statystyka matematyczna prowadzone przez Błażeja Kochańskiego na Politechnice Gdańskiej. Został o stworzony za pomocą pakietu bookdown będącego częścią środowiska statystycznego R. Warunki zaliczenia i inne kwestie organizacyjne zostaną omówione na pierwszych zajęciach oraz zamieszczone na stronie kursu w serwisie … Read more →

26

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM Spring 2023 edition)

2023-01-25

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM Spring 2023 edition) […] This work is licensed under a Creative Commons Attribution 4.0 International License. You are free to share, remix, and make commercial use of the work under the condition that you provide proper attribution. To reference this work, use: Peck, F.A., Zieffler, A., & Catalysts for Change. (2023). Statistical Thinking: A simulation approach to uncertainty (University of Montana, Spring 2023 ed.). https://bookdown.org/frederick_peck/statistical_thinking_um_spring_2023_ed/ The work to create the … Read more →

27

Introduction to Regression Methods for Public Health Using R

2023-01-25

An introduction to regression methods using R with examples from public health datasets and accessible to students without a background in mathematical statistics. […] This is a FIRST DRAFT and is not yet peer reviewed. The goal is publication as a printed version (through CRC Press) with the online version remaining freely available. I am hopeful the review and editing will be complete by the end of 2023. Status If you have any comments or suggestions, feel free to contact me at ramzi.nahhas@wright.edu. Thank you! This text is suitable as a second biostatistics course for Master of Public … Read more →

28

STAT415 Handouts

2023-01-25

Kevin Ross Handouts containing examples, exercises, and notes covering selected topics from Cal Poly STAT … Read more →

29

2023-01-25

30

Recoding Introduction to Mediation, Moderation, and Conditional Process Analysis

2023-01-25

This ebook is an effort to connect Hayes’s conditional process analysis work with the Bayesian paradigm. Herein I refit his models with my favorite R package for Bayesian regression, Bürkner’s brms, and use the tidyverse for data manipulation and plotting. […] Andrew Hayes’s (2018) text, Introduction to mediation, moderation, and conditional process analysis: A regression-based approach, has become a staple in social science graduate education. Hayes’s work has been from a frequentist OLS perspective. This book is an effort to connect his work with the Bayesian paradigm. Herein I refit his … Read more →

31

DSCI 335: Inferential Reasoning in Data Analysis

2023-01-25

DSCI 335: Inferential Reasoning in Data Analysis […] This book is meant to accompany DSCI 335. It is not a complete textbook; you will need to take notes on what you hear in class and what you read throughout the semester. In it, you will find: This book will likely be updated and revised as the semester progresses. Feel free to read ahead, just don’t be surprised if something … Read more →

32

Tutorial

2023-01-25

This is a tutorial on machine learning-based causal inference. […] This tutorial will introduce key concepts in machine learning-based causal inference. It’s an ongoing project and new chapters will be uploaded as we finish them. A tentative list of topics that will be covered: Please note that this is currently a living document. If you find any issues, please feel free to contact Undral Byambadalai at undralb@stanford.edu. The “changelog” below will keep track of major updates and additions. We’ll illustrate key concepts using snippets of R code. Each chapter in this tutorial is … Read more →

33

Pediatrik - en studieguide för ST-läkare

2023-01-24

Pediatrik - en studieguide för ST-läkare […] Målet med denna studieguide är: Att ge kunskaper i motsvarande socialstyrelsens målbeskrivning för ST i barn- och ungdomsmedicin. Att innehållet ska vara evidensbaserat och följa svensk praxis. Målet är inte att ersätta lokala eller nationella riktlinjer. Fel kan förekomma, i kliniken skall de ursprungliga källorna användas. För varje avsnitt har information i första hand hämtats från svenska källor. I vissa fall har även internationella/europeiska källor använts. Målet är att innehållet skall uppdateras när ny kunskap tillkommer eller efter … Read more →

34

Data Science for Psychologists

2023-01-24

This book provides an introduction to data science that is tailored to the needs of students in psychology, but is also suitable for students of the humanities and other biological or social sciences. This audience typically has some knowledge of statistics, but rarely an idea how data is prepared for statistical testing. By using various data types and working with many examples, we teach strategies and tools for reshaping, summarizing, and visualizing data. By keeping our eyes open for the perils of misleading representations, the book fosters fundamental skills of data literacy and cultivates reproducible research practices that enable and precede any practical use of statistics. Read more →

35

Introduction to Data Science

2023-01-24

This book provides a gentle introduction to data science for students of any discipline with little or no background in data analysis or computer programming. Based on notions of representation, measurement, and modeling, we examine key data types (e.g., logicals, numbers, text) and learn to clean, summarize, transform, and visualize (rectangular) data. By reflecting on the relations between representations, tasks, and tools, the course promotes data literacy and cultivates reproducible research practices that precede and enable practical uses of programming or statistics. This book is still being written and revised. It currently serves as a scaffold for a curriculum that will be filled with content as we go along. Read more →

36

A Brief Introduction to Bayesian Inference

2023-01-24

A brief introduction to Bayesian concepts, based on a beer-tasting experiment. […] This book is still a work in progress If you encounter any errors/issues, you can reach me here. This booklet offers an introduction to Bayesian inference. We look at how different models make different claims about a parameter, how they learn from observed data, and how we can compare these models to each other. We illustrate these ideas through an informal beer-tasting experiment conducted at the University of Amsterdam.1 A key concept in Bayesian inference is predictive quality: how well did a model, or … Read more →

37

Bayesian Linear Regression

2023-01-23

This is a tutorial for Bayesian Linear Regressione. […] Theorem 1.1 (Bayes’ theorem) For events (A, B) and (P(B) \neq 0), we have [P(A\mid B) = \frac{P(B \mid A) P(A)}{P(B)}] We denote (U) as unknown parameters and (K) as known parameters. We call (P(U)) prior and (P(K|U)) likelihood. The Bayes’ theorem gives us the posterior distribution of unknown parameters given the known parameters [ P(U \mid K) \propto P(U) \cdot P(K \mid U)] Let (K = \left{y_{n \times 1}, X_{n \times p} \right}) and assume (y \sim N\left( X \beta, \sigma^{2} V\right)), where (V) is known and … Read more →

38

Doing Meta-Analysis in R

2023-01-23

This is a guide on how to conduct Meta-Analyses in R. (Japanese version) […] オンライン版の R によるメタ分析：ハンズオンへようこそ。 本書は、 R でメタ分析を行う方法について、わかりやすく紹介するガイドラインである。メタ分析の基本的な手順として、アウトカム指標のプール、フォレストプロット、異質性診断、サブグループ解析、メタ回帰、出版バイアスの制御方法、バイアスリスク評価、プロットツールなどを網羅している。 また、ネットワークメタ分析、マルチレベル（３レベル）メタ分析、ベイズメタ分析アプローチ、SEM メタ分析といった高度でありながら関連性の高いトピックも取り上げる。 本書で扱うプログラミングや統計的背景は、専門家でなくても理解できる … Read more →

39

edav.info, 2nd edition

2023-01-23

Supplemental resources for GR5293 and GR5702 […] This is the brand new start of edav.info 2.0! The first version of edav.info is still available, but will no longer be updated. With this resource, we try to give you a curated collection of tools and references that will make it easier to learn how to work with data in R. Detailed Examples will also be used to show proper exploratory data analysis under different circumstances. This resource is specifically tailored to the GR5293 Statistical Graphics and GR5702 Exploratory Data Analysis and Visualization courses offered at Columbia … Read more →

40

Machine Learning Part II

2023-01-22

These are the course notes for the Machine Learning module (MATH42815) at Durham University. […] Welcome to the material for the second half of the Machine Learning module (MATH42815) at Durham University. These pages consist of relevant lecture notes that will be updated as the course progresses. I would recommend that you use the HTML version of these notes (they have been designed for use in this way), however, there is also a pdf version of these notes. In this second half of the module, we will first look into the simple yet powerful tree-based models and then dive into the famous yet … Read more →

41

HIPPA data breach incidents

2023-01-21

This is an exploratory study of data breaches reported to HHS according to HIPPA … Read more →

42

Psihologija odgoja i obrazovanja

2023-01-21

Skripta predavanja iz kolegija Psihologija odgoja i obrazovanja […] Ovaj tekst predstavlja vodič za studente na kolegiju Psihologija odgoja i obrazovanja. Sadržaj ove skripte objedinjuje različite izvore i dostupne materijale koji objedinjuju područja opće psihologije, razvojne psihologije te psihologije obrazovanja. Uz navedena područja psihologije, uključuje i druga interdisciplinarna područja, poput neuroznanosti. Konačno, pri kraju je i poglavlje koje nosi naziv Katalog znanja gdje su pojmovi koji su obrađeni na nastavi a služe studentima za pripremu kolokvija i ispita. (tekst nije … Read more →

43

CCC Sea Kayak Course 2023 Handout

2023-01-21

A set of notes for the Cambridge Canoe Club Sea Kayak Award Course, 2023 […] Welcome to the CCC beginner’s sea kayak course! The course aims to take beginner sea kayakers to the point where they can: Join intermediate level club trips (see our trip designations here). Plan and undertake their own trips on the sea, with peers, in simple conditions We’ll (loosely) we working with the syllabus of the British Canoeing Sea Kayak Award and we’re hoping that all participants reach a level where we can sign them off for this award. These notes are based around the Sea Kayak Award syllabus and are … Read more →

44

Responsible applied statistics in R for behavioral and health data (working title)

2023-01-20

This textbook accompanies the course HE-902 in the PhD in HPEd program at MGHIHP (http://mghihp.edu/phdhped). HE-902 is a statistics course that equips students to analyze healthcare and/or behavioral data in R. […] Welcome to HE-902! Please watch the following welcome video: The video above can also be viewed externally at https://youtu.be/DmWQ51aX-ao. Please additionally read the following items: This textbook accompanies the course HE-902—Advanced Statistical Modeling for Health Professions Education—in the PhD in HPEd program at MGH Institute of Health Professions. HE-902 is a … Read more →

45

Machine Learning

2023-01-20

These are the course notes for the Machine Learning module of Durham University’s Masters of Data Science course. […] Welcome to the material for the first half of the Machine Learning module MATH42815 of the Masters of Data Science course at Durham University. These pages may update as the course progresses, and consist of relevant lecture notes, practical demonstrations (in R) and practical workshop sessions. I would recommend that you use the html version of these notes (they have been designed for use in this way), however, there is also a pdf version of these notes. If you would like … Read more →

46

Exploring primary care health in Bristol, North Somerset, and South Gloucestershire

2023-01-20

Dr. Philip Gladwin We explore the primary care health of patients in Bristol, North somerset, and South Gloucestershire for the Yate and Frampton … Read more →

47

Introduction to Geographic Information System

2023-01-20

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::bs4_book, set in the _output.yml file. [...] This interactive online book provides an introduction to the world of geographic information system (GIS). At the end of each chapter references as well as free and paid courses are listed which will allow you to explore GIS ... Read more →

48

Índice de Condición Integral

2023-01-20

This book develops a methodology to build an Integral Condition Index […] La valoración de una característica sobre un individuo suele ser un asunto relativamente trivial, siempre que la variable en cuestión esté claramente definida y que se cuente con el instrumento adecuado para su registro. No obstante, a menudo nos enfrentamos con situaciones que nos llevan bastante lejos de este apacible escenario: se cuenta con múltiples variables que no están claramente definidas ni en su escala, ni en la valoración que debe hacerse de cada uno de sus niveles o categorías, queriendo integrar tales … Read more →

49

Разработка telegram ботов на языке R

2023-01-20

Аудитория telegram ежедневно растёт с геометрической прогрессией, этому способствует удобство мессенджера, наличие каналов, чатов, и конечно возможность создавать ботов. Боты могут использоваться в совершенно разных целях, от автоматизации коммуникации с вашими клиентами до управления вашими собственными задачами. По сути через бота можно используя telegram выполнять любые операции: отправлять, либо запрашивать данные, запускать задачи на сервере, собирать информацию в базу данных, отправлять электронные письма и так далее. Этот веб учебник поможет вам освоить процесс разработки telegram … Read more →

50

The Social Covenant

2023-01-19

A book created with bookdown. […] The peaceful transfer of power from one legitimately elected regime to another is non-negotiable hallmark of democracy. In the United States this tradition has been honored in an unbroken chain from the very first transfer, in 1797, when George Washington willingly stepped down to hand the reins of the presidency to his elected successor, John Adams. Until January 6, 2021, when, shockingly, the chain snapped. === [Fill out the paragraph below after reviewing first-hand reports about the events of Jan. 6.] === January 6, 2021, was a singular event. But it … Read more →

51

Introduction to International Relations

2023-01-19

This is an undergraduate-level seminar on international relations. I started teaching this course at the University of Salzburg in 2022. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know (contact me). The syllabus of this class can be downloaded here: IntroIR. Please right click on the link and download or open it in a new tab. I will post the slides of each week … Read more →

52

US Foreign Policy

2023-01-19

This is a graduate-level seminar on US foreign policy. I started teaching this course at the University of Salzburg in 2020. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know. The syllabus of this class can be downloaded here: US foreign policy. Please right click on the link and download or open it in a new tab. Here you can find the slides for each … Read more →

53

Introduction to Statistics

2023-01-19

Introduction to Statistics. […] Students will be able to: Thanks for checking out my Introduction to Statistics text! Sections are designed to be short, easy-to-read introductions to each concept. Some of the more conceptual sections do not have section exercises, but I am working on adding exercises wherever it seems appropriate. The topics and course ordering reflect the department syllabus for the 3-unit Introduction to Statistics at Sacramento State. I am sure there are topics we’ve left out, but there are only so many things one can cover in 15 weeks. Each Chapter is designed to take … Read more →

54

Design and Analysis of Experiments and Observational Studies using R

2023-01-19

Online version of Design and Analysis of Experiments and Observational Studies using R […] This is the free website for Design and Analysis of Experiments and Observational Studies using R. A hardcopy of the book can be purchased from Routledge. This book grew out of course notes for a twelve-week course (one term) on the Design of Experiments and Observational Studies in the Department of Statistical Sciences at the University of Toronto. Students are senior undergraduates and applied Masters students who have completed courses in probability, mathematical statistics, and regression … Read more →

55

제조 전문가의 AI 솔루션 개발 : 10일 완성

2023-01-17

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] 디지털 기술의 투자 비중은 클라우드에 집중되어 있으며, AI 투자는 매우 저조한 상태이다. 클라우드는 47.3%이지만, AI는 1.7%이다. 제조 분야에서 인공지능 디지털 활용율은 1.6%이며, 금융 11.1%, 통신 17.1%에 비해서 매우 낮은 편이다.(’21, NIS) 제조업의 AI 활용을 가속화하기 위해서는 제조 전문가가 AI 솔루션을 개발할 수 있어야 한다. 하지만 코딩 지식 및 AI ... Read more →

56

Introductory Statistics for Economics

2023-01-17

A textbook for an introductory (first-year or second-year undergraduate) course in statistics for economics majors. […] As its name suggests, Introductory Statistics for Economics is a textbook intended for use in an introductory (first or second year) statistics course for economics majors. It was written for use as a textbook for ECON 233, the introductory statistics course for economics majors at Simon Fraser University. The content is similar to most other introductory statistics courses for business and economics students, but with a few important differences. When I was assigned to … Read more →

57

Machine Learning: Unsupervised and Supervised Learning

2023-01-17

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::gitbook, [...] Supervised and unsupervised machine learning, also known as classification and clustering, are important statistical techniques commonly applied in many social and behavioral science research problems. Both seek to understand social phenomena through the identification of naturally occurring homogeneous groupings within a population. Supervised learning techniques are used to sort new observations into pre- existing or ... Read more →

58

Mixed-effects model and its application in neuroscience

2023-01-17

This is the online supplemental to accomany Yu Z, Guindani M, Grieco SF, Chen L, Holmes TC, Xu X. (2022) Beyond t-Test and ANOVA: applications of mixed-effects models for more rigorous statistical analysis in neuroscience research. Neuron. 110: 21-23. […] This is the online supplemental to accompany Yu Z, Guindani M, Grieco SF, Chen L, Holmes TC, Xu X. (2022) Beyond t-Test and ANOVA: applications of mixed-effects models for more rigorous statistical analysis in neuroscience research. Neuron. 110: 21-23. https://doi.org/10.1016/j.neuron.2021.10.030. The data used in this supplementary can be … Read more →

59

STM1001 Topic 2 - Descriptive Statistics

2023-01-17

STM1001 Topic 2 […] Having learnt how to present data in the last topic, in this topic our focus will be on describing data, or, descriptive statistics. We will be learning how to describe data using both numerical and graphical measures. Throughout this topic’s content, we will be considering some examples based on free material from Gapminder.org (Gapminder.org … Read more →

60

Guide to Wise Investing

2023-01-17

Investment databook containing business financials, industry and market environments, and global economy […] When I first stepped into the investment world, there was just too much information all over the newspapers, websites, books, YouTube, and even lunch table gossips which all seemed to be of the utmost importance to me. Some believed it was the perfect time to invest in the stock market, while others insisted that the whole market was significantly overheated by repeated fiscal stimulus packages from the government and we all should prepare for the impending market crash. I was so … Read more →

61

HTTP testing in R

2023-01-17

Best practice and tips for testing packages interfacing web resources. […] Are you working on an R package accessing resources on the web, be it a cat facts API, a scientific data source or your system for Customer relationship management? As with all other packages, appropriate unit testing can make your code more robust. The unit testing of a package interacting with web resources, however, brings special challenges: dependence of tests on a good internet connection, testing in the absence of authentication secrets, etc. Having tests fail due to resources being down or slow, during development … Read more →

62

Statistical Tools for Causal Inference

2023-01-17

This is an open source collaborative book. […] Tools of causal inference are the basic statistical building block behind most scientific results. It is thus extremely useful to have an open source collectively aggreed upon resource presenting and assessing them, as well as listing the current unresolved issues. The content of this book covers the basic theoretical knowledge and technical skills required for implementing staistical methods of causal inference. This means: This book is geared for teaching causal inference to graduate students that want to apply statistical tools of causal … Read more →

63

Cross-Platform Journalism: News use, content, and effects

2023-01-16

Cross-Platform Journalism - B.A. Seminar at LMU Munich, Fall 2022/2023 […] This online tutorial will accompany the seminar “Cross-Platform Journalism: News use, content, and effects”. It is part of the undergraduate course “Communication Studies” (LMU, Department of Media and Communication). At the moment, the course is expected to take place via in-person meetings every Tuesday 08:00-10:00 am in room B109, Edmund-Rumpler-Strasse 13. Please note that this may change in light of COVID-19 developments. You will find all necessary information on the seminar’s structure, important dates and … Read more →

64

Toolbox CSS

2023-01-16

This book is supposed to introduce the reader (i.e., you) into some fundamental techniques for computational social science research: acquiring online data, agent-based modeling, and text mining. […] Dear student, if you read this script, you are either participating in one of my courses on digital methods for the social sciences, or at least interested in this topic. If you have any questions or remarks regarding this script, hit me up at felix.lennert@ensae.fr. This script will introduce you to three techniques I regard as elementary for any aspiring (computational) social scientist: the … Read more →

65

The theory of distributions

2023-01-16

An introduction to mathematical statistics, and the theory of distributions. […] This book is an introduction to the theory of statistical probability and distributions. This book can be read without relying on any specific statistical software, though sometimes R code1 is included to demonstrate ideas. The icons used in this book have meanings; for example: These chunks introduce the objectives for the chapters of the book. These chunks highlight common mistakes or warnings, about a particular concept or about using a formula. These chunks offer helpful information. These chunks refer to … Read more →

66

Data Analytics Coding Fundamentals

2023-01-16

The course book for BIDA302 […] Latest update: 2023-01-15 This book is based on the lessons for BIDA302, “Data Analytics Coding Fundamentals”, offered at the University of Victoria’s Continuing Studies Department. From UVic Continuing Studies website This course will explore the fundamentals of coding and scripting for Data Analytics. You will develop the ability to script and code for basic tasks in Data Analytics in common data analytic tools such as R, Python, and Excel. This will allow you to import and export data appropriately and perform fundamental data manipulations and to automate … Read more →

67

Learn Mathematics and Computer Science with Isabelle

2023-01-15

Learn Mathematics and Computer Science with Isabelle […] The goal is to develop deep understanding in mathematics while at the same time also learn Isabelle and its standard library. I couldn’t find any existing resources like this so I decided to write one myself. Our goal is to first learn the basics of Isabelle without getting too deep into irrelevant details. Then we should move on to studying actual mathematics as quickly as possible. Any remaining details of Isabelle will be introduced as needed. We will go though all of undergradute maths courses (and touch on graduate level topics) … Read more →

68

Notes for Predictive Modeling

2023-01-14

Notes for Predictive Modeling. MSc in Big Data Analytics. Carlos III University of Madrid. [...] Welcome to the notes for Predictive Modeling. The course is part of the MSc in Big Data Analytics from Carlos III University of Madrid. The course is designed to have, roughly, one session per main topic in the syllabus. The schedule is tight due to time constraints, which will inevitably make the treatment of certain methods somehow superficial. Nevertheless, the course will hopefully give you a respectable panoramic view of different available statistical methods for predictive modeling. ... Read more →

69

2022年度：データサイエンス 第5回

2023-01-14

2022年度：データサイエンス 第5回 […] 教科書は引き続き 椎名・姫野・保科 (2019) と 林賢一 (2020) を利用していきます． … Read more →

70

Replication of The Cointegrated VAR Model

2023-01-14

This book contains the replication of the empirical analysis of The Cointegrated VAR Model of Katarina Juselius using R. […] This book contains the replication of the empirical analysis of The Cointegrated VAR Model of Juselius (2006) using … Read more →

71

2022年度:データサイエンス　講義概要

2023-01-14

2022年度:データサイエンス　講義概要 […] 本ページは2022年度のデータサイエンス講義の概要を説明するものです． … Read more →

72

Inversión en Acciones para Principiantes

2023-01-13

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Este es el bookdown de Inversión en Acciones para Principiantes el cual se enfocará en brindar conceptos básicos sobre el mundo de la inversión en acciones de empresas a la vez que se introducirá herramientas de programación. Con la ayuda del software R, podremos extraer, tratar y analizar diferentes elementos necesarios para contar con una base sólida en cuanto a herramientas para realizar una propia lectura y discernimiento en el ámbito de la inversión en … Read more →

73

Modele rynku kapitałowego

2023-01-13

Skrypt przedmiotu Modele rynku kapitałowego 2022 […] Zaczątek skryptu dla przedmiotu Modele rynku kapitałowego. Skrypt będzie w najbliższym czasie podlegał ciągłym zmianom… Model - uproszczenie rzeczywistości, często w formie matematycznej. Rynek kapitałowy (https://pl.wikipedia.org/wiki/Rynek_kapita%C5%82owy) - kupno i sprzedaż akcji i obligacji, głównie poprzez giełdy. (\mathcal{R}_t) – stopa zwrotu brutto w okresie rozpoczynającym się w momencie (t-1), a kończącym w momencie (t) (w skrócie: w okresie (t)) (R_t) – prosta jednookresowa stopa zwrotu netto w okresie (t) (R_i) – … Read more →

74

A Minimal Book Example

2023-01-13

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

75

Lab Manual for the Global Community Wellness Lab

2023-01-12

This is the lab manual for the Global Community Wellness Lab at the University of Wisconsin, Parkside. […] Welcome to the Global Community Wellness Lab at the University of Wisconsin, Parkside! If you are reading our lab manual because you recently joined the lab, welcome! If you are a current member of the lab, frequently refer to our lab manual to refresh our guidelines, policies, platforms, among others. We also look forward to learning and researching together. We also welcome you to read this manual if you are looking for tips and tricks for your own manual. It’s also a work in … Read more →

76

Введение в dplyr 1.0.0

2023-01-12

Серия видео уроков посвящённая обновлению dplyr 1.0.0.. […] dplyr - один из наиболее популярных пакетов, который реализует грамматику манипуляции данными в языке R. Официально первый релиз dplyr был выпещен в 2014 году, но пакет развивался, и первая стабильная версия с устоявшимся синтаксисом, под номером 1.0.0 была выпущена весной 2020 года. Этому релизу предшествовала серия статей, в которых Хедли Викхем описывал все нововведения в dplyr. Этот мини курс появился из 6 видео уроков снятых по этим статьям. В основе видео уроков лежат следующие статьи: Для прохождения курса вы уже должны … Read more →

77

2022年度:データサイエンス　課題

2023-01-12

2022年度:データサイエンス　課題 […] 講義概要に記載の通り，成績評価にあたり各回の課題の点数が成績に考慮されます． 課題の提出については以下に従ってください． 必ず が明確にわかるように記載してください．いずれかに不備があった場合は減点対象とします． 提出期限は翌講義日の開始までとします． Teams上で提出とします．プログラミング課題については，RStudioのnotebookファイル，計算問題については画像形式（JPGやPDFなど）で添付してください． … Read more →

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2023-01-11

79

Political Economy of Development

2023-01-11

Guide for the Course ECON371- Political Economy of Development […] The objective of this compendium is to provide a study guide for the course: ECON371- Political Economy of Development. This guide does not replace any of the books used in the course nor the lecture notes. However, it will help you to go through it, so you can understand and critically think about the material that we will cover in the course. The best way to contact me is through email. I am usually very fast at responding to my students, but plan for a 24-hour delay in my response during the weekdays. I usually do not … Read more →

80

The openair book

2023-01-11

David C Carslaw and Jack Davison This document has been a long time coming. The openair project started with funding from the UK Natural Environment Environment Research Council (NERC) over 10 years ago. The main aim was to fill a perceived gap in that there was a lack of a dedicated set of easily accessible, open source tools for analysing air quality data. At that time R was becoming increasingly popular but far, far less than it is today. The book is split into broad sections that cover common aspects of air quality data analysis. Data Import Mostly focused on the easy access of UK air … Read more →

81

STM1001 Topic 6: t-tests for two-sample hypothesis testing

2023-01-11

STM1001 Topic 6 […] Having learnt in the previous topic about Hypothesis Testing via the one-sample (t)-test, this week we will extend our knowledge to two more types of (t)-tests: the two-sample (t)-test for independent samples, and the two-sample (t)-test for dependent (paired) samples. Throughout this topic, we will refer to these tests as the independent samples (t)-test and the paired (t)-test respectively. In this topic, we will learn what each of these tests are via examples, as well as the following important steps: Finally, in addition to learning how to determine … Read more →

82

STM1001 Topic 4: Sampling Distributions

2023-01-11

STM1001 Topic 4 […] In this topic we will learn more about the purpose of sampling, along with how we can use samples to infer things about the population from which a sample was taken. For now, the main characteristic of a population we will focus on will be the population mean. However, many of the concepts we will learn about here are applicable to other characteristics as well. We will begin with an overview of the purpose of sampling followed by a discussion of the sample mean. Next, the remarkable Central Limit Theorem will be introduced and discussed. Using this foundation, we will … Read more →

83

PSYC 3950 Course Companion

2023-01-11

Tyler R. Pritchard Note: this project was started on December 16th, 2022. It is in progress. Check back for new additions. From the university calendar: PSYC 3950 Research Methods and Data Analysis in Psychology III will cover advanced research methods, including survey methods, and supporting statistical concepts and techniques. Designs will include single factor designs and multi-factor designs with both random and fixed factors. Supporting statistical concepts will include analysis of variance (ANOVA) from a linear model perspective, statistical power, and multiple regression, including … Read more →

84

A Guide on Data Analysis

2023-01-10

This is a guide on how to conduct data analysis in the field of data science, statistics, or machine learning. […] More books by the author can be found … Read more →

85

Crédibilité: théorie et applications avec R

2023-01-10

Notes de cours du ACT5400-Crédibilité, du baccalauréat en actuariat, UQAM. […] Ce site contient les notes de cours pour le ACT5400 - Crédibilité, un cours obligatoire du baccalauréat en actuariat de l’UQAM. L’objectif de ces notes est de présenter la théorie de la crédibilité tout en utilisant le logiciel R pour mieux comprendre la théorie et pour des applications pratiques. Ces notes de cours ont été écrites en RMarkdown, plus particulièrement en RBookdown. Les notes de cours de la théorie de la crédibilité, développées depuis 2007, étaient précédemment écrites en TeX. La conversion des … Read more →

86

2023-01-10

87

STM1001 Topic 6B (Science and Health)

2023-01-10

STM1001 Topic 6B (Science and Health) […] In this topic, we will continue our discussion of internal validity, this time in the context of observational studies. We will then briefly consider the identification of study limitations, and procedures for collecting … Read more →

88

STM1001 Topic 5B (Science and Health)

2023-01-10

STM1001 Topic 5B (Science and Health) […] In this topic, we will introduce the concept of internal validity. Following this introduction, we will consider internal validity in the context of experimental … Read more →

89

STM1001 Topic 4B (Science and Health)

2023-01-10

STM1001 Topic 4B (Science and Health) […] In this topic, we will discuss sampling considerations (external vailidity). Following an overview of sampling, we will consider various sampling methods, along with specific considerations for each … Read more →

90

STM1001 Topic 3B (Science and Health)

2023-01-10

STM1001 Topic 3B (Science and Health) […] In this topic, we will learn about different types of study designs, including descriptive, observational, and experimental studies. We will also consider external and internal … Read more →

91

2023-01-10

92

STM1001 Topic 4B (Science and Health)

2023-01-10

STM1001 Topic 4B (Science and Health) […] In this topic, we will continue our discussion of internal validity. We will then briefly consider the identification of study limitations, and procedures for collecting … Read more →

93

STM1001 Topic 3B (Science and Health)

2023-01-10

STM1001 Topic 3B (Science and Health) […] In this topic, we will begin by learning about different types of study designs. We will then discuss sampling considerations (external vailidity). Finally, an overview of internal validity will be … Read more →

94

Fundamentals of Wrangling Healthcare Data with R

2023-01-09

Fundamentals to Data Wrangling and programming with R version 4.2.2; examples with Health Related Data […] Data Wrangling is the process of gathering, selecting, transforming and mapping “raw data” into another format with the intent of making it more appropriate and valuable for a variety of downstream analytic purposes. The Primary goal in data wrangling is to assure quality and useful data. Also known as “data cleaning,” “data processing,” or “data munging”; many professionals will tell you that data management related tasks will consume upwards of 80% of their time, leaving only 20% for … Read more →

95

2023-01-09

96

R Table & Plot Gallery

2023-01-09

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This bookdown includes some interesting table and figure examples. It can be used as a manual of ggplot2, DT, ... Read more →

97

Test of Bookdown

2023-01-09

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] More centered text The contents of the below subsections are located in a sub folder. This is an R Markdown document. Markdown is a simple formatting syntax for authoring HTML, PDF, and MS Word documents. For more details on using R Markdown see http://rmarkdown.rstudio.com. When you click the Knit button a document will be generated that includes both content as well as the output of any embedded R code chunks within ... Read more →

98

bookdown: Authoring Books and Technical Documents with R Markdown

2023-01-09

A guide to authoring books with R Markdown, including how to generate figures and tables, and insert cross-references, citations, HTML widgets, and Shiny apps in R Markdown. The book can be exported to HTML, PDF, and e-books (e.g. EPUB). The book style is customizable. You can easily write and preview the book in RStudio IDE or other editors, and host the book wherever you want (e.g. bookdown.org). Read more →

99

ECON 381: Statistics and Probability for Econometrics

2023-01-07

Textbook for ECON 381: Statistics and Probability for Econometrics […] Here the introduction to the class and … Read more →

100

Crime by the Numbers: A Criminologist’s Guide to R

2023-01-07

A guide to learning R for the purpose of conducting quantitative research. This covers collecting and cleaning data, and visualizing it in graphs and maps. […] This book introduces the programming language R and is meant for undergrads or graduate students studying criminology. R is a programming language that is well-suited to the type of work frequently done in criminology - taking messy data and turning it into useful information. While R is a useful tool for many fields of study, this book focuses on the skills criminologists should know and uses crime data for the example data sets. If … Read more →

101

Notes for Survival Analysis

2023-01-06

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This book is the notebook for Survival Analysis - Techniques for Censored and Truncated Data authored by John P.Klein and Melvin L. ... Read more →

102

Kurshandbuch

2023-01-05

Kurshandbuch zum Methodenseminar ‘Vertrauen, Legitimität, Fairness & Co.: Die Messung latenter Variablen in der politischen Kommunikation’ […] Das folgende Dokument enthält alle wichtigen Informationen zum Seminar Vertrauen, Legitimität, Fairness & Co.: Die Messung latenter Variablen in der politischen Kommunikation im WS 20/21 (zuvor bereits im WS 19/10) am Institut für Sozialwissenschaften der Heinrich Heine Universität Düsseldorf. Work in … Read more →

103

2023-01-05

Necessary Condition Analysis (NCA) is an emerging research method that is based on necessity logic. If a condition is not present, the outcome will not exist. Other factors cannot compensate for its absence. This is different from common causal reasoning where factors produce the outcome and can be compensated. The book intends to support users, readers and reviewers of NCA to better understand the method. Read more →

104

Statistical Modeling II: SDS383D

2023-01-05

These notes cover the second semester in a two-semester sequence on statistical modeling. It focuses on constructing, drawing conclusions from, and critiquing probabilistic models. Planned topics include generalized linear models, the bootstrap, hierarchichal models, nonparametric estimation, and generalized estimating equations. [...] In this collection of notes, we briefly outline the main thrust of this course by discussing (at a high level of generality) the topic of probabilitic modeling. Throughout this course we will focus on the application of probabilistic modeling with an eye ... Read more →

105

quantitative_synthesis_tools.knit

2023-01-04

This a brief introduction to scientific synthesis tools that use meta-analyses and systematic reviews to advance science and inform decision making. […] An overview of quantitative synthesis tools associated with review processing. Scientific synthesis of all academic evidence from data to papers can promote evidence-informed decision making. Every contemporary discipline has some capacity to support and benefit from synthesis tools. Here, we develop a set of heuristics to support innovation and leverage evidence. A overview of lessons provided in this resource to encourage development and … Read more →

106

Exercises for Advanced Empirical Finance: Topics and Data Science

2023-01-04

This is a collection of exercises as well as solutions that should be solved by students of the course Advanced Empirical Finance: Topics and Data Science. […] In the course “Advanced Empirical Finance” we repeatedly ask: (How) can state-of-the-art methods improve financial decision-making? While the lecture covers all relevant theoretical aspects and is based on very recent academic papers, you should spend most of your effort on this course on actually doing empirical work! Get your computer ready to work on real problems for financial applications and discuss your code with your peers to … Read more →

107

2023-01-03

Addenda to Introduction to Environmental Data Science, including case studies, extending methods into more experimental areas, and guides for building packages and RMarkdown documents (essentials based on experience and methods from various sources). […] The purpose of this bookdown book is to provide Addenda to Introduction to Environmental Data Science, at https://bookdown.org/igisc/EnvDataSci/ to include case studies, extended and experimental methods, and guides for building packages and RMarkdown documents. These addenda may include: See specifics in the table of contents. Note: some … Read more →

108

The Temple of Esna. An Evolving Translation: Esna IV

2023-01-03

A book created with bookdown. […] This is a continuation of my ongoing quest to translate all the Roman inscriptions from Esna temple. The previous two volumes are now complete, and can be found here: Esna II and Esna III. I will continue to make changes and updates to those, including some desperately needed proof-reading. Esna IV covers the architraves along the ceiling of the pronaos. The ceiling of the temple was conceived in antiquity as a replica of the sky, so constellations and other astronomical figures were projected over this space. As such, many of the texts are captions to the … Read more →

109

Species-Habitat Associations: Spatial data, predictive models, and ecological insights

2023-01-03

This book will describe methods for linking organisms to their habitat […] … Read more →

110

2023-01-03

This book aims at sharing knowledge about Equity Derivatives. It has been written within a pedagogical approach alongside the development of an exotic options pricer. The goal is to allow the reader/user to hone his theoretical and practical skills to be able to secure junior position in the Derivatives field. […] This material aims at serving the Equity Derivatives community by sharing knowledge and thoughts about differents topics in this field. More specifically, it aims at providing graduates with semi-practical knowledge through the use of a derivatives pricer that I developped for … Read more →

111

The Data Preparation Journey

2023-01-03

Before you can analyze your data, you need to ensure that it is clean and tidy. […] Welcome to the online home of The Data Preparation Journey: Finding Your Way With R, a forthcoming book published with CRC Press as part of The R Series. This is a work-in-progress; the most recent update is 2023-01-02. It is routinely noted that the Pareto principle applies to data science—80% of one’s time is spent on data collection and preparation, and the remaining 20% on the “fun stuff” like modeling, data visualization, and communication. There is no shortage of material—textbooks, journal articles, … Read more →

112

2023-01-03

113

Business Intelligence II, forår 2023: Anvendt Machine Learning

2023-01-01

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Første modul omhandler en generel introduktion til softwareprogrammet R (https://www.r-project.org/). Her gengives en række eksempler på R-kode samt det tilhørende R-output for at illustrere forskellige grundlæggende funktionaliteter i programmet. Programmet R tager koder som input, så hver gang man skal have udført noget, skal man skrive de(n) relevante kode(r), som herefter eksekveres af programmet og giver det ... Read more →

114

2023-01-01

115

2023-01-01

116

2022-12-31

117

Statistik 1: Beschreibende Statistik

2022-12-30

Dieses Lehrbuch ist die Grundlage für die Vorlesung “Statistik 1” des BWL- und VWL-Bachelorstudiums an der Universität Münster. [...] Wirtschaftswissenschaften sind empirische Wissenschaften. Es geht immer um die reale Welt. Damit wir etwas über die reale Welt lernen können, brauchen wir Daten. In dem Modul Statistik 1 lernen Sie, wie man mit Daten arbeitet. Die Kenntnisse aus diesem Modul werden für Sie sowohl im Laufe Ihres Studiums als auch darüber hinaus wertvoll sein. Das gilt nicht nur für Tätigkeiten in der Wissenschaft, sondern auch in der Praxis. Statistik – oder wie man heute meistens ... Read more →

118

Tidy Finance with R

2022-12-27

An open-source textbook on empirical finance applications with R. […] This website is the online version of Tidy Finance with R, a book currently under development and intended for eventual print release via Chapman & Hall/CRC. The book is the result of a joint effort of Christoph Scheuch, Stefan Voigt, and Patrick Weiss. We are grateful for any kind of feedback on every aspect of the book. So please get in touch with us via contact@tidy-finance.org if you spot typos, discover any issues that deserve more attention, or if you have suggestions for additional chapters and sections. … Read more →

119

Simulation Models of Cultural Evolution in R

2022-12-26

This tutorial shows how to create very simple simulation or agent-based models of cultural evolution in R [...] This tutorial shows how to create very simple simulation or agent-based models of cultural evolution in R (R Core Team 2021). Currently these are: Each model is contained in a separate RMarkdown (Rmd) file. You can either (i) download each of these Rmd files from https://github.com/amesoudi/cultural_evolution_ABM_tutorial then open them in RStudio or another IDE, executing the code as you read the explanatory text, or (ii) read the online version of the tutorial at ... Read more →

120

2022年度：データサイエンス 第3回

2022-12-24

2022年度：データサイエンス 第3回 […] … Read more →

121

2022年度：データサイエンス 第2回

2022-12-24

2022年度：データサイエンス 第2回 […] 講義概要はこちら 本日の講義用のリポジトリをRStudioでクローンしてください． … Read more →

122

Statistical Inference via Data Science

2022-12-24

An open-source and fully-reproducible electronic textbook for teaching statistical inference using tidyverse data science tools. […] This is the website for Statistical Inference via Data Science: A ModernDive into R and the Tidyverse! Visit the GitHub repository for this site and find the book on Amazon. You can also purchase it at CRC Press using promo code ADC22 for a discounted price. This work by Chester Ismay and Albert Y. Kim is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International … Read more →

123

IsoriX: Isoscape Computation and Inference of Spatial Origins using R

2022-12-23

This book is the official documentation for the R package IsoriX. […] This bookdown (a particular form of R documentation) provides information on how to use the R package IsoriX. It is a work in progress, but it already contains plenty of material that should help you getting started with IsoriX. … Read more →

124

Introducción a R para el razonamiento cuantitativo con datos

2022-12-22

Introducción a R para el razonamiento cuantitativo con datos […] Este texto es el apunte de R usado en el curso Razonamiento Cuantitativo con Datos (RCD), de la Universidad Adolfo Ibáñez. Este curso tiene como objetivo desarrollar en sus alumnos la capacidad de extraer información a partir de datos; resumir esta información, comunicarla de manera efectiva, y usarla para predecir y tomar decisiones. Esto pasa por desarrollar una forma de pensar, así como por aprender a usar las tecnologías de visualización, análisis y manipulación de datos masivos más importantes en aplicaciones relevantes a … Read more →

125

Proyecto Final -SW

2022-12-22

Proyecto Final -SW […] UNIVERSIDAD NACIONAL JOSE FAUSTINO SANCHEZ CARRION Mg. Victor Guevara P. SOFTWARE DE APLICACIÓN I Campos Sosa Isaac Leal Rosas Renzo Perez Bastarrachea Yamiley CIENCIAS ESTADISTICA E … Read more →

126

2022-12-22

127

Expanding and Corroborating the Known Extent of Anadromous Waters in the Kenai Peninsula Throughout the Kenai Peninsula

2022-12-22

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This document contains preliminary data and analysis related to Alaska Sustainable Salmon Fund project #54014, “Expanding and Corroborating the Known Extent of Anadromous Waters Throughout the Kenai Peninsula.” The Kenai Peninsula’s watersheds are significant producers of Pacific salmon. Critical to Alaska’s economic and cultural wellbeing, these salmon support fisheries both inland and throughout Cook Inlet. This project is documenting anadromous spawning, … Read more →

128

Behavior Analysis with Machine Learning Using R

2022-12-22

Behavior Analysis with Machine Learning Using R teaches you how to train machine learning models in the R programming language to make sense of behavioral data collected with sensors and stored in electronic records. This book introduces machine learning concepts and algorithms applied to a diverse set of behavior analysis problems by focusing on practical aspects. Some of the topics include how to: Build supervised models to predict indoor locations based on Wi-Fi signals, recognize physical activities from smartphone sensors, use unsupervised learning to discover criminal behavioral patterns, build deep learning models to analyze electromyography signals, CNNs to detect smiles in images and much more. Read more →

129

2022-12-21

130

PrioriTree: an Interactive Utility for Improving Geographic Phylodynamic Analyses in BEAST

2022-12-20

PrioriTree is an interactive browser utility—distributed as an R package (see https://jsigao.shinyapps.io/prioritree/ for a demo of the utility)—designed to help researchers specify input files for—and process output files from—analyses of biogeographic history performed using the BEAST software package (Drummond et al. 2012; Suchard et al. 2018). The discrete-geographic models implemented in BEAST (Lemey et al. 2009; Edwards et al. 2011) contain many parameters that must be inferred from minimal information (the single geographic area in which each pathogen occurs); inferences under this … Read more →

131

RileVeriGörselleştirme

2022-12-20

Eskişehir R Users Group - ESTÜ Veri Bilimi Kulübü […] Hazırlayan: Uğur Dar İletişim: LinkedIn Twitter E-posta: ugurdar@eskisehir.edu.tr “Bir resmin en büyük değeri, bizi görmeyi hiç beklemediğimiz bir şeyi fark etmeye zorlamasıdır.” 1. Her bilgi görselleştirilmek zorunda değildir A birasını tercih edenlerin %40’ı erkektir bilgisinde görselleştirmeye değer bir bilgi bulunmamaktadır. Görselleştirme araçları çok sık kullanıldığında, hedef kitlenin odaklanması istenilen kısmı kaçırmasına neden olabilir. 2. Grafiğin hedef kitlesinin belirlenmesi Görselleştirme, veriye göre çok karmaşık hale … Read more →

132

R course

2022-12-19

R course […] This website provides instructions to get started with R. It serves as a companion for courses I teach, see brry.github.io. The source code is available at github.com/brry/course, specifically the website folder. In case the table of content on the left is not shown, click the four bars. Pro tip: the arrow left/right keys jump between … Read more →

133

Pravdepodobnosť a štatistika 2

2022-12-15

Toto sú poznámky pre študentov a študentky matematiky Fakulty Prírodných Vied Univerzity Mateja Bela v Banskej Bystrici. […] [NEDOKONČENÝ TEXT - tento text budem priebežne upravovať a budem veľmi rád za akúkoľvek spätnú väzbu. Preklepy, logické chyby, nejasnosti. Ďakujem!] Tento kurz má ambíciu priblížiť pravdepodobnosť a štatistiku praktickým spôsobom. A teda najmä s použitím softvéru. Študenti by mali byť familiárni s nasledujúcimi pojmami: K týmto pojmom sa budeme vracať a budeme ich hlbšie spoznávať s použitím softvéru R. Ak si ich potrebujete osviežiť, môžete tak urobiť napríklad na … Read more →

134

2022-12-14

Caderno de exercício Big Data […] Autor: Anderson dos Santos Prof: Olga Satomi … Read more →

135

2022-12-14

136

Interpretable Machine Learning

2022-12-14

Machine learning algorithms usually operate as black boxes and it is unclear how they derived a certain decision. This book is a guide for practitioners to make machine learning decisions interpretable. […] Machine learning has great potential for improving products, processes and research. But computers usually do not explain their predictions which is a barrier to the adoption of machine learning. This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as … Read more →

137

Disciplina - BiG Data & Analytics

2022-12-13

Caderno de Exercicios que utiliza tecnicas de analise de dados.! Prof(a). Dra. Olga Satomi Yoshida Monitoria: Prof. Leonardo Fonseca Larrubia 1.1 Calcule as seguintes expressoes em R: 2.1 Multiplique a sua idade por meses e salve o resultado em um objeto chamado idade_em_meses. 2.1 - Em seguida, multiplique esse objeto por 30 e salve o resultado em um objeto chamado idade_em_dias. 5.1 - Escreva um código que devolva apenas valores positivos do vetor numeros. 5.2. - Escreva um código que de volta apenas os valores pares do vetor numeros. 5.3 - Filtre o vetor para que retorne apenas aqueles … Read more →

138

The Epidemiologist R Handbook

2022-12-13

The Epi R Handbook is a R reference manual for applied epidemiology and public health. […] Usage: This handbook has been used over 1 million times by 300,000 people around the world. Objective: Serve as a quick R code reference manual (online and offline) with task-centered examples that address common epidemiological problems. Are you just starting with R? Try our free interactive tutorials or synchronous, virtual intro course used by US CDC, WHO, and 75+ other health agencies and Field Epi Training Programs worldwide. Languages: Spanish (Español), Vietnamese (Tiếng Việt), Japanese (日本), … Read more →

139

Entscheidungsergonomie & Behavioural Design

2022-12-12

Inhalte zur Themen der Entscheidungsergonomie und des Behavioural Design HTML output Format: bookdown::gitbook (_output.yml) [...] Auf den folgenden Seiten finden Sie Inhalte zum Thema Entscheidungsergonomie und Behavioral Design. Die ursprüngliche Zielgruppe des Dokuments sind Studierende im gleichnamigen Kompetenzfeld der Angewandten Wirtschaftspsychologie der TH Deggendorf. Ich plane aber, inhaltliche Teilbereiche auch in anderen Veranstaltungen einzusetzen; beispielsweise als Wahlfach in IT-Studiengängen. Eigentlich könnte man die folgenden Inhalte auch in Buchform herausgeben. Das ... Read more →

140

Using simulation to compare sensitivity of PLIS procedure and conventional p-value procedure

2022-12-12

This is a demo of our simulation. […] This is a detailed demo of a simulation to test the sensitivity of PLIS procedure and conventional p-value procedure using logistics regression. While PLIS procedure incorporates the correlation among SNPs to adjust for Linkage Disequilibrium (LD), conducting multiple logistics regressions assumes that SNPs are independent from one another. The main idea here: We don’t have info for all SNPs along our chromosomes for research. Thus, when missing the data for true causal SNPs, we want to detect the SNPs that are physically close to the causal SNPs so … Read more →

141

Disciplina BIG019 - BiG Data & Analytics

2022-12-10

Caderno de Exercicios […] Caderno de Exercicio do Aluno Marcos Alberto Alves, para o emprego das tecnicas de analise de dados da disciplina de Big Data & analytics do mestrando em Computação Aplicada no Instituto de Pesquisas Tecnológicas – IPT Prof. Dra. Olga Satomi Yoshida Monitoria: … Read more →

142

2022-12-09

These are the course notes for the Machine Learning module of Durham University’s Masters of Data Science course. […] Welcome to the material for the first term of the module Advanced Statistical Modelling MATH3411 at Durham University. These pages will update as the course progresses, consisting of relevant lecture notes, practical demonstrations (in R), exercise sheets and practical sessions. I would recommend that you use the html version of these notes (they have been designed for use in this way), however, there is also a pdf version of these notes, which will also be updated as the … Read more →

143

Scientific Research and Methodology

2022-12-09

An introduction to quantitative research in science, engineering and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book introduces quantitative research in the scientific and health disciplines. The whole research process is introduced, from asking a research question to analysis and reporting of the data. The focus, however, is on the analysis of data. To support this textbook, the following are also available: These books are both freely available online. Almost every data set used in this book is a real data set. Many are … Read more →

144

Detecting flowering events of pollen-producing plants with high spatial resolution imagery

2022-12-09

Detecting flowering events of pollen-producing plants with high spatial resolution imagery […] Show session … Read more →

145

2022 Introduction to Cognitive Modeling

2022-12-07

Welcome to the “code session”. In this website, we will use R to explore the concepts of cognitive modeling introduced in the first hour using R. [...] In this course, save your scripts in ~/Desktop/CM_course. To do so, - create a folder named CM_course on your desktop and check your current working directory via getwd() in R. - Copy (or type) the code below and paste in your Console window after the prompt >. - Press Enter to run the code. If the output is not ended with Desktop/CMcourse, you should use setwd() to change the working directory. Alternatively, specify your working ... Read more →

146

2022-12-07

Caderno de Exercicio do Aluno Julio Cesar dos Santos Vieira, para o emprego das tecnicas de analise de dados da disciplina de Big Data & analytics do mestrado em Computação Aplicada no Instituto de Pesquisas Tecnológicas – IPT Prof. Dra. Olga Satomi Yoshida Monitoria: … Read more →

147

Disciplina Big Data & Analytics

2022-12-07

Caderno de Exercicios […] Cadernos de Exercícios da disciplina de Big Data & Analytics do mestrado em Computação Aplicada no Instituto de Pesquisas Tecnológicas – IPT Profa. Dra. Olga Satomi Yoshida Monitoria: Leonardo … Read more →

148

2022-12-07

Caderno de exercicios da disciplina Big Data - IPT […] Profa. Dra. Olga Satomi Yoshida Monitor: Leonardo … Read more →

149

An introduction to using RUV-III-NB: Removing unwanted variation in single cell data

2022-12-06

This is an introduction to using RUV-III-NB (Salim et al. 2022) for removing unwanted variations from single cell RNA sequencing data. […] This is an introduction to using RUV-III-NB for removing unwanted variation from single cell RNA sequencing data (Salim et al. 2022). The first section RUV-III-NB model below briefly explains the statistical methodology behind RUV-III-NB. Readers who are not interested in the methodology can move straight to Preliminary settings. RUV-III-NB models the raw count for gene (g) and cell (c), (y_{gc}), as Negative Binomial (NB), (y_{gc} \sim … Read more →

150

Machine Learning and Neural Networks

2022-12-06

These are the course notes for the Machine Learning and Neural Networks module (MATH3431) at Durham University. […] Welcome to the material for the first half of the Machine Learning and Neural Networks module (MATH3431) at Durham University. These pages consist of relevant lecture notes will be updated as the course progresses. I would recommend that you use the html version of these notes (they have been designed for use in this way), however, there is also a pdf version of these notes. In this first half of the module (Michaelmas Term), we will be focusing on “Machine Learning” rather … Read more →

151

Data Analysis in Medicine and Health using R

2022-12-06

Data Analysis in Medicine and Health using R […] We wrote this book to help new R programming users with limited programming and statistical background. We understand the struggles they are going through to move from point-and-click statistical software such as SPSS or MS Excel to more code-centric software such as R and Python. From our experiences, frustration sets in early in learning this code-centric software. It often demotivates new users to the extent that they ditch them and return to using point-and-click statistical software. This book will minimise these struggles and gently … Read more →

152

Introductory statistics skills pack

2022-12-06

This book provides basic material for students seeking to learn statistics in an R environment, […] This skills pack introduces statistical concepts to beginners within the framework of R. Examples of analyses and R code are provided as well. Dr. Glenna Nightingale PhD Statistics research scientist (public health, epidemiology, spatial ecology, computational social science). Dr. Mike Allerhand, PhD Statistics -since 2009 Statistician at the Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh. Since 2018 Statistical Consultant in the Statistical Consultancy Unit … Read more →

153

Supervised Machine Learning

2022-12-05

These are my personal notes related to supervised machine learning techniques. […] Machine learning (ML) develops algorithms to identify patterns in data (unsupervised ML) or make predictions and inferences (supervised ML). Supervised ML trains the machine to learn from prior examples to predict either a categorical outcome (classification) or a numeric outcome (regression), or to infer the relationships between the outcome and its explanatory variables. Two early forms of supervised ML are linear regression (OLS) and generalized linear models (GLM) (Poisson and logistic regression). These … Read more →

154

PS 811 Website

2022-12-05

This is the course website for the fall 2022 PS 811 Class […] This is the class website for PS-811 for the 2022 fall semester. PS 811 is a one-credit hour, pass/fail course taught to incoming Ph.D. students in the political science department. This course will be taught remotely; however, RM 3218 in the Social Sciences building has been reserved if you would like to listen to lecture and work on the problem sets together in the room during the class time window. In modern political science, you will be required to perform or understand quantitative research. Often this research is conducted … Read more →

155

GEOG3915 GeoComputation and Spatial Analysis practicals

2022-12-05

This contains materials to support the University of Leeds GEOG3195 module, delivered by Lex Comber […] This is an on-line book written to support the practicals for the GEOG3915 GeoComputation and Spatial Analysis module, delivered by Lex Comber of the School of Geography, from the University of Leeds. It is based on An Introduction to Spatial Analysis and Mapping by Brunsdon and Comber (2018) (link here) which provides a foundation for spatial data handling, GIS-related operations and spatial analysis in R. The chapters in this book contain a individual Practical with a discrete set of … Read more →

156

RNA-genomics

2022-12-05

This section of the OMICS course will cover NGS sequencing from FASTQ reads to differential RNA analysis. The general workflow is shown above. We will use a dataset from Saccharomyces cereviseae. The bookdown version of these pages is published at this site … Read more →

157

Introduction to Environmental Data Science

2022-12-03

Background, methods and exercises for using R for environmental data science. The focus is on applying the R language and various libraries for data abstraction, transformation, data analysis, spatial data/mapping, statistical modeling, and time series, applied to environmental research. Applies exploratory data analysis methods and tidyverse approaches in R, and includes contributed chapters presenting research applications, with associated data and code packages. Read more →

158

2022年度：データサイエンス 第4回

2022-12-03

2022年度：データサイエンス 第4回 […] … Read more →

159

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition)

2022-12-01

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition) […] This book is a modified version of the work below: Zieffler, A., & Catalysts for Change. (2019). Statistical Thinking: A simulation approach to uncertainty (4.2th ed.). Minneapolis, MN: Catalyst Press. http://zief0002.github.io/statistical-thinking/ This work is licensed under a Creative Commons Attribution 4.0 International License. You are free to share, remix, and make commercial use of the work under the condition that you provide proper attribution. To reference this work, use: The work to … Read more →

160

Applied Biostats – BIOL3272 UMN – Fall 2022

2022-12-01

This is the textbook for applied biostats in fall of 2022 taught by yaniv brandvain […] In the summer of 2020, the world was on fire – COVID was raging, we – especially in Minnesota – were processing the murder of George Floyd and the subsequent uprising etc, the future was unclear. At that point teaching was likely to be entirely online, and I decided to write a digital book for my course see the first edition of my book here. I didn’t really know what I was doing or what my vision was (and to some extent I still do not). There were hiccups: some strangeness in rendering etc, typos, last … Read more →

161

Notas para la asignatura de Matemáticas I , UCM Somosaguas

2022-11-30

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Si encuentras alguna errata o tienes alguna sugerencia, ... Read more →

162

Biology for environmental management pocketguide

2022-11-30

This a brief overview of how to use biology for inform decision making for environmental grand challenges we face globally. […] Welcome to biology for environmental management. The goal of this course is to examine global grand challenges that we face through the lens of solutions from science. Science can be magical because it provides us with incredible outcomes in so many domains of the human endeavour. Here, we work to find the magic spells from science for the environment to promote the well-being of people and the planet. There is an opportunity for us to mobilize science to do social … Read more →

163

Wrangling-Genomics

2022-11-30

Data Wrangling and Processing for Genomics […] A lot of genomics analysis is done using command-line tools for three reasons: you will often be working with a large number of files, and working through the command-line rather than through a graphical user interface (GUI) allows you to automate repetitive tasks, you will often need more compute power than is available on your personal computer, and connecting to and interacting with remote computers requires a command-line interface, and you will often need to customize your analyses, and command-line tools often enable more … Read more →

164

Miller Creek and Vogel Lake Water Quality

2022-11-30

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This draft document contains preliminary data explorations of 2021-2023 water quality data from the Vogel Lakes complex and Miller Creek in the Northern Kenai peninsula. These data were collected as part of plans to eradicate invasive pike from the area, which were identified in 2018-2019 by the Alaska Dept. of Fish and Game. The draft environmental assessment for potential eradication of invasive Northern Pike from this system is available from the US Fish … Read more →

165

Experimental design

2022-11-28

The sandbox is a perfect metaphor because there is no perfect experiment - we can do better experiments! […] Experiments shape the human experience. Experiments are a critical component of all living natural systems encompassing evolution to community dynamics. Experiments in science are creative, iterative, & source critical thinking. We naturally experiment in art, science, and life. Here, we hone these skills through principles and practice. The principles are here, and the practice is in the form a lab manual entitled Designcraft for experiments. If you are electing to engage with this … Read more →

166

2022-11-28

397

Thesis Aim 3

2022-05-20

Aim 3 […] This study … Read more →

398

Enlighter

2022-05-18

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is my first book written by R studio. I treat this as a project because I want to pour out everything inside my brain into this writing project. It will contain the following contents: I can’t promise that these contents are all worthy of reading, but I can guarantee that they all come from my live experience. Hope you enjoy it. I have tried many ways to motive myself to write. I have built blogs with WordPress ... Read more →

399

Quick R for Statistics

2022-05-16

A book created with bookdown. […] R語言是免費的軟體，是進行統計分析很好的工具。 … Read more →

400

An Introduction to Political and Social Data Analysis Using R

2022-05-15

This book has two purposes: Provide students with a comprehensive, accessible overview of important issues related to political and social data analysis, and, at the same time, provide a gentle introduction to using the R programming environment to address those issues. […] … Read more →

401

jamovi完全攻略ガイド

2022-05-15

フリーの統計ソフト jamovi の使用方法についての日本語ガイドです。データの編集方法から分散分析や因子分析の設定方法まで、基本機能のすべてについて一通り説明しています。 […] は，高度な統計手法をできるだけ簡単に使用できるようにすることを目的として作成された統計ソフトウェアです。操作はマウス（トラックパッド）によるメニュー選択が基本で，複雑なコマンドを入力したりする必要はありません。jamoviと同じようにマウスで操作できる統計ソフトウェアとして非常に有名なものにSPSSがあり，大学を含め，さまざまな機関で統計処理や統計法の学習に使用されていますが，SPSSは非常に高価なソフトウェアであり，個人で気軽に購入できる … Read more →

402

AI and Machine Learning For Finance 2021/22

2022-05-14

Notes for the R labs of the AIMLFF course @ Unibg […] You are reading the lecture notes of the R lectures for the AI and Machine Learning for Finance (AIMLFF) course at University of Bergamo (academic year 2021/22). See here for more details. In this notes R programming language for data science will be introduced (with respect to data manipulation, data visualization and communication and implementation of machine learning methods). For this part I suggest the following on-line book: Enjoy the journey! In the following lecture notes, this font (with grey background) represents R code. The … Read more →

403

Học xác suất thống kê qua phần mềm R

2022-05-13

Học xác suất thống kê qua phần mềm R từ thời điểm 2022-02-02) […] … Read more →

404

A Collection of small Skills

2022-05-11

The collection help me to rember some small Skills, some like the R or M Functions. […] A collection of some skills, that can’t be finded, wenn I need … Read more →

405

Notas para Matemáticas II, UCM Somosaguas

2022-05-11

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Este libro está escrito en Markdown. Si encuentras alguna errata o tienes algún comentario, escríbeme a jorherre@ucm.es Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters like: ## A short section or ... Read more →

406

Úvod do analýzy údajov pomocou R

2022-05-11

Základy jazyka R a úvod do Data Science: prieskumná analýza, transformácia údajov (dplyr), vizualizácia (ggplot2), čistenie údajov (tidyr), interaktívne grafy (htmlwidgets, shiny, …), komunikácia (RMarkdown), efektívne programovanie (parallel, RCpp, RSQLite). […] I don’t think anyone actually believes that R is designed to make everyone happy. For me, R does about 99% of the things I need to do, but sadly, when I need to order a pizza, I still have to pick up the telephone. (Roger D. Peng, r. 2004) Tento citát vystihuje univerzálnosť softvérového nástroja R1. Tak ako u viacerých „open … Read more →

407

Supervised Machine Learning for Text Analysis in R

2022-05-11

This is the website for Supervised Machine Learning for Text Analysis in R! Visit the GitHub repository for this site, or buy a physical copy from CRC Press, Bookshop.org, or Amazon. This online work by Emil Hvitfeldt and Julia Silge is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International … Read more →

408

A Practical Guide to Sensitivity Analysis for Causal Effects in the Presence of Non-Ignorable Loss to Follow-Up

2022-05-09

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Welcome! This tutorial provides a roadmap for sensitivity analyses to assess the impact of loss to follow-up on causal effect estimates. In particular, we introduce and implement a multiple-imputation-based pattern-mixture approach to MNAR mechanisms based on previous work by Leurent et al. (2018 Pharmacoeconomics). This tutorial is intended for any public health researcher who is seeking an easily implemented, ... Read more →

409

GESIS Workshop: Applied Data Visualization

2022-05-09

Script developed for the Gesis Workshop Applied Data Visualization. […] This document serves as slides and script for the workshop Applied Data Visualization taught by Paul C. Bauer (Gesis, Mannheim, Online, 3-6 of May 2022).1 Original material is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license. Where I draw on other authors material (I do so extensively) other licenses may apply (see references in the syllabus as well as the citations and links in the script). For potential future versions of this material see www.paulcbauer.eu. If you have … Read more →

410

R pour l’économétrie

2022-05-08

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::bs4_book, set in the _output.yml file. [...] Au cours des dernières années, le langage de programmation statistique R est devenu une partie intégrante des programmes des cours d’économétrie. Nous avons régulièrement constaté qu’une grande partie des étudiants, en particulier dans nos cours d’introduction à l’économétrie de premier cycle, n’ont jamais été exposés à aucun langage de programmation et ont donc des difficultés à s’engager seuls dans l’apprentissage ... Read more →

411

Science Research Methods: Software

2022-05-06

Using software for quantitative research in science and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book has been prepared for use with the book Scientific Research and Methodology, which is an introduction to quantitative research methods in the scientific, engineering and health disciplines. This book is an introduction to quantitative research methods in the scientific and health disciplines, and introduces the whole research process, from asking a research question to analysis and reporting of the data. The focus, however, is … Read more →

412

Modelos lineales y aditivos en ecología

2022-05-05

Scripts del curso […] A continuación se presentan las medidas del tamaño corporal en adultos de tres especies de pingüinos en islas del Archipiélago Palmer, Antártida. [y = \beta_0 + \beta_1 x + \epsilon] [\epsilon \sim N(0, \sigma^2)] [y = \beta_0 + \beta_1 x_1 + \beta_2 x_2 + … + \beta_n x_n + \epsilon] [\epsilon \sim N(0, \sigma^2)] Analizaremos la relación entre la longitud del pico (bill_length_mm), masa corporal (body_mass_g) y alto del pico (bill_depth_mm) en pingüinos Adelia (Pygoscelis adeliae). Se muestran los tiempos de coagulación sanguínea (min) en conejos bajo el … Read more →

413

Lessons from the Bible

2022-05-03

This is an electronic copy of all I have learned from my Bible Study time since beginning of 2022. It is meant as a way for me to document what I am learning in the Bible. It will also be a good starting point to further developing my understanding of who Jesus is and How i am to relate with Him., […] This is an electronic copy of all I have learned from my Bible Study time since beginning of 2022. It is meant as a way for me to document what I am learning in the Bible. It will also be a good starting point to further developing my understanding of who Jesus is and How I am to relate with … Read more →

414

Pravdepodobnosť a štatistika 1

2022-05-03

Toto sú poznámky pre študentov a študentky matematiky Fakulty Prírodných Vied Univerzity Mateja Bela v Banskej Bystrici. […] [NEDOKONČENÝ TEXT - tento text budem priebežne upravovať a budem veľmi rád za akúkoľvek spätnú väzbu. Preklepy, logické chyby, nejasnosti. Ďakujem!] Tento kurz je pomalým úvodom do pravdepodobnosti a štatistiky. Cieľom tohoto kurzu je naučiť sa pracovať s jazykom a s pojmami, ktoré sa budú používať v situáciách, v ktorých čelíme neistote. Táto neistota je rôzneho pôvodu. Jej zdroj však nebude pre nás podstatný, dôležité bude, že sa naučíme kvantifikovať túto neistotu … Read more →

415

The Data Files

2022-05-03

Supporting information for The Data Files. […] These web pages are designed to help teachers with teaching statistics in schools. These pages are based on a series of short articles (called The Data Files) published in the Australian Mathematics Education Journal, by Dr Peter K. Dunn and Dr Margaret … Read more →

416

Curso R 2022

2022-05-02

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Bienvenidos al curso básico del paquete estadístico R, el objetivo del curso es proporcionar a los estudiantes las herramientas de la estadísica básica desarrollada en el lenguaje R. El contenido, en general del curso es el siguiente Se creó un aula virtual en Schoology, el código de acceso es: ZK57-M28G-669QR, ademas se creo un grupo en Telegram para tener una mejor comunicación, para agregarse hacer click en el siguiente enlace: Grupo en Telegram. La … Read more →

417

Decision Modeling Lab Manual

2022-04-29

Alton Russell and lab members Welcome to the lab manual for the Decision Modeling Lab within the McGill Clinical & Health Informatics research group! This manual has two main purposes: first, as an introduction to our ways of working for new team members and second, as a resource we can all refer back to and build upon. It is also public in the hope that other research groups may benefit. The manual was started by Alton Russell, PhD, the lab lead, but all team members are encouraged to continually improve this document by updating/clarifying existing information and adding new components that … Read more →

418

Modul Praktikum Perancangan Percobaan

2022-04-27

Ini adalah modul Praktikum STA 222: Metode Perancangan Percobaan. Materi-materi praktikum akan dimasukkan di buku ini. [...] Buku ini akan mengadung materi-materi praktikum Metode Perancangan Percobaan. Materi satu pertemuan akan dimasukkan di satu bab1. Tiap bab akan mengandung bagian teori dan kode di R dan LaTeX. Slide dan recording praktikum disimpan di Google Drive dan materi-materi kuliah disimpan di LMS IPB. misal, Bab 5 dari buku ini akan membahas pertemuan ... Read more →

419

Introdução ao R

2022-04-26

Curso introdutório da linguagem R com análise de dados públicos brasileiros. […] Os dados são uma coisa preciosa e durarão mais do que os próprios sistemas. Graças aos enormes avanços computacionais vivenciados nos últimos anos, podemos guardar, compartilhar e consumir facilmente uma quantidade de dados inimaginável há 20 anos. Segundo artigo publicado pela Accenture, o mundo produz 5 exabytes de dados por dia, ou seja, o equivalente a 1 bilhão de gigabytes. Em 2025, conforme a mesma fonte, produziremos cerca de 463 exabytes por dia, algo equivalente a todo o volume de dados produzidos em … Read more →

420

Perbandingan Smoothing, ARIMA, dan ARIMAX untuk prediksi harga minyak mentah

2022-04-26

Laporan Tugas Akhir MPDW (Kelompok 10) […] https://bookdown.org/mammarsahab3/LaporanMPDW/ Laporan ini akan membandingkan beberapa metode peralaman deret waktu untuk data harga minyak mentah. Metode tersebut akan dilatih menggunakan harga minyak mentah dari tahun 2009 sampai 2016, lalu diuji dengan meramal harga minyak mentah tahun 2017. Pembagian tersebut juga dilakukan di (He 2018), yang membandingkan model deret waktu seperti pemulusan dan ARIMA dengan model pembelajaran mesin (SVM). Berbeda dengan penelitian tersebut, penelitian ini akan menambahkan jenis pemulusan yang dipakai, serta … Read more →

421

A Short Course on Nonparametric Curve Estimation

2022-04-26

A Short Course on Nonparametric Curve Estimation. MSc in Applied Mathematics. EAFIT University (Colombia). [...] This course is intended to provide an introduction to nonparametric estimation of the density and regression functions from, mostly, the perspective of kernel smoothing. The emphasis is placed in building intuition behind the methods, gaining insights into their asymptotic properties, and showing their application through the use of statistical software. The software employed in the course is the statistical language R and its most common IDE (Integrated Development ... Read more →

422

A Rishi Bookdown Book

2022-04-25

Everything you need (and nothing more) to start a bookdown book. […] This is the very first part of the book. I am using RStudio with the bookdown package for creating this book. Sean Kross’s blog article was extremely helpful in getting me to understand how this works with GitHub Pages for automatic hosting. This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports, e.g., a math equation (a^2 + b^2 = c^2). The bookdown package can be installed from CRAN or Github: Remember each Rmd file contains one and only one chapter, and a chapter is defined by … Read more →

423

Pengantar R

2022-04-25

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. […] Sebagian orang cenderung menghindari mempelajari statistik karena materi yang muncul merupakan rumus ataupun angka-angka yang kerap kali sulit untuk dimengerti. Namun dalam ilmu sosial, statistik diperlukan untuk meneliti kehidupan masyarakat dan hubungan sosial berupa metode yang objektif dan sistematis untuk menjelaskan dan memberikan interpretasi terhadap hasil penelitian. Menurut Wimmer dan Dommick (2011), statistik dapat … Read more →

424

2022-04-24

This e-book offers generic scripts for conducting core statistical analyses. They should be considered a starting point, not an end point, in your exploration of R. […] This e-book offers generic scripts for conducting core statistical analyses, from calculating statistics to producing tables or graphing results. These scripts should be considered a starting point, not an end point, in your exploration of R. The following chapters … Read more →

425

Plano de Curso de Ciência de Dados

2022-04-23

Plano de Curso de Ciência de Dados […] Formatação da capa do relatório a … Read more →

426

Coding Guide

2022-04-22

Coding Guide […] dplyr is a grammar of data manipulation, providing a consistent set of verbs that help you solve the most common data manipulation challenges. Tools for the analysis of epidemiological and surveillance data. Contains functions for directly and indirectly adjusting measures of disease frequency, quantifying measures of association on the basis of single or multiple strata of count data presented in a contingency table, computation of confidence intervals around incidence risk and incidence rate estimates and sample size calculations for cross-sectional, case-control and … Read more →

427

Raport cykliczny

2022-04-21

Raport cykliczny dotyczący sytuacji społeczno - ekonomicznej 93 gmin zlokalizowanych na obszarze Zlewni rzeki Pilicy […] Uwaga: dokument w trakcie opracowywania. W kolejnych iteracjach zostaną dołączone dodatkowe rozdziały oraz wprowadzone zmiany edycyjne. W niniejszym „Raporcie” przedstawiono charakterystykę wybranych aspektów sytuacji społeczno – ekonomicznej 93 gmin znajdujących się na obszarze Zlewni Pilicy („Zlewnia”). Zestawienie ww. gmin, wchodzących w skład 21 powiatów i pięciu województw, zostało zaprezentowane w Załączniku nr 1 do opracowania. Opracowanie zostało przygotowane w … Read more →

428

Data Analytics with R

2022-04-17

This module will teach the basics of data analytics using R. […] Welcome to the University of Minnesota’s Data Analytics with R module - presented by Optum. In this module, you will perform a case study designed to replicate a real-world analytics process that you may encounter in your future career as an actuary or data analyst. The module will be broken down into 7 chapters that you will complete over the course of 4 class periods (roughly 2 weeks time). As you work through the chapters, you will learn how to import data, summarize and visual data, create a predictive model, and interpret … Read more →

429

Evaluating Geospatial and Temporal Trends in Payments to Primary Care Physicians in the United States

2022-04-16

Evaluating Geospatial and Temporal Trends in Payments to Primary Care Physicians in the United States […] The Sunshine Act led to the recent availability of comprehensive data on pharmaceutical industry payments to hospitals and physicians via the Open Payments system. Primary care physicians are the chief way many Americans interact with the healthcare industry. However, there is not much literature on the relationship between these gateway physicians and the pharmaceutical industry. This study analyzes data from the Open Payments system from 2015-2020 for payment characteristic, … Read more →

430

Stability Of Industry Level Climate Coalitions: A Computational Framework for Environmental Governance In Maritime Shipping

2022-04-11

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Emissions from the global maritime sector currently account for about 3% of global greenhouse gas emissions and are projected to increase by 150–250% in 2050 under business-as-usual scenarios with a tripling of world trade. (Bouman et al., 2017, p. 413) To try to address these issues, on January 1, 2020, the International Maritime Organisation (IMO) implemented new regulations for a 0.5% global sulphur cap for marine ... Read more →

431

R Markdown: The Definitive Guide

2022-04-11

The first official book authored by the core R Markdown developers that provides a comprehensive and accurate reference to the R Markdown ecosystem. With R Markdown, you can easily create reproducible data analysis reports, presentations, dashboards, interactive applications, books, dissertations, websites, and journal articles, while enjoying the simplicity of Markdown and the great power of R and other languages. Read more →

432

Making maps for conservation - GIF and interactive maps

2022-04-11

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::gitbook, […] Creating a map has many benefits. Firstly, it allows to get information that is not visible or difficult to understand in a table. Secondly, it makes the subject more interesting. With the development of mapping tools, it is now possible to make animated map, or even collaborative. In this manual you will learn how to make a GIF and a collaborative map. These types of tools are essential assets for presentations, but also for … Read more →

433

2022-04-10

434

Seismic Hazard Assessment - Simandou Mine Site

2022-04-09

Seismic Hazard Assessment - Simandou Mine Site […] SRK Consulting UK (SRK) has been engaged by Rio Tinto (the Client) to undertake the site-specific seismic hazard assessment of the Simandou Mine area. The Simandou site located in a very low seismicity area in the mountain range of southern Guinea’s Nzérékoré Region. A Probabilistic Seismic Hazard Assessment (PSHA) was performed at the site. PGA and spectral acceleration hazard values were computed for return periods up to 10,000 years for rock site conditions. Hazard values in terms of PGA and spectral ordinates were reported for median … Read more →

435

2022-04-09

436

Stat 242 Notes: Spring 2022

2022-04-08

Notes and docs for Stat 242 […] These notes are divided into different sections: This document isn’t designed to be read through in order – hence all the hyperlinks. Use the sidebar to navigate to what you need (you can also bookmark specific locations in your browser), and feel free to ask (or start a discussion thread!) if you can’t find something. Happy … Read more →

437

Engagement Survey Technical Report

2022-04-08

This is a technical report that contains the development of the Eagle IO Engagement survey. The output format for this example is bookdown::gitbook. […] This is a report that documents the technical details regarding the development of the Eagle I.O Engagement survey. This report was written with bookdown (Xie, 2022a) within rMarkdown (Allaire et al., 2019) using R version 4.1.3 (R Core Team, … Read more →

438

MATH1006 Calculus

2022-04-08

This is the 2021 update of the MATH1006 lecture notes. […] TO DO Functions of Several Variables … Read more →

439

Epistemic Network Analysis Web Tool User Guide

2022-04-07

This is an introduction to the Epistemic Network Analysis web tool. […] This is the website for Epistemic Network Analysis Web Tool User Guide. This user guide demonstrates how to conduct an Epistemic Network Analysis (ENA) using the ENA web tool. Topics covered in this user guide include how to format data, upload data, construct an ENA model, perform statistical analysis, understand ENA visualizations, and interpret ENA model. Before you dive into this user guide, please keep in mind that this user guide is designed with a focus on utilizing the web tool itself, instead of discussing the … Read more →

440

20IMCAL204 STATISTICS LAB- Laboratory Manual

2022-04-06

This manual is generated using Bookdown for internal use only […] This course is designed as a Computational Statistics Laboratory (CSL) comprised of 29 experiments selected from the Statistical Courses in INMCA Programme. Details of experiments and the instructions regarding creation & submission of laboratory reports are explained in this introductory chapter. Familiarization of environments in R. Perform simple arithmetics using R. Perform basic R functions. Use various graphical techniques in EDA. Create different charts for visualization of given set of data. Draw a Pareto chart to … Read more →

441

HBAP R Reference Guide

2022-04-06

This reference guide provides an overview of all the R commands you will need to know throughout HBAP. […] This site is intended to serve as a general reference for all of the R commands you will learn throughout the HBAP program. For a single sheet with all commands on one page, see the Google Sheet … Read more →

442

jamoviguiden

2022-04-05

Lär dig göra independent samples t-test, paired samples t-test, one sample t-test, ANOVA, repeated measures ANOVA, factorial ANOVA, mixed ANOVA, linear regression, och logistic regression i jamovi. jamoviguiden innehåller även avsnitt om csv-filer och skalnivåer. […] Syftet med jamoviguiden är att tillhandahålla snabbstartsguider över vanliga procedurer i jamovi. För dig som söker en grundläggade introduktion till både statistik och jamovi rekommenderar jag gratisboken Learning statistics with jamovi av Danielle J. Navarro och David R. Foxcroft. jonas.rafi psychology.su.se. Detta verk … Read more →

443

The Book of Behavior Change

2022-04-05

The Book of Behavior Change is an Open Access guide to effective behavior change interventions. […] The Book of Behavior Change is an Open Access book that helps with the development of effective behavior change interventions as well as doing research into behavior change. Unlike for example Intervention Mapping, this book does not provide a complete protocol, instead focusing on identifying what to target, and how to target it, to maximize intervention effectiveness. Please be aware that this is a “living” book. This means that it will be updated over time and certain parts might be … Read more →

444

Best Coding Practices for R

2022-04-04

This book explains the most important things you need to know while you are writing production level R code. […] Know the rules well, so you can break them effectively. — The Dalai Lama … Read more →

445

Landscape Genetic Data Analysis with R

2022-04-04

This is a web-interface to the teaching materials for the lab course ‘Landscape Genetic Data Analysis with R’ associated with the distributed graduate course ‘DGS Landscape Genetics.’ The output format is bookdown::gitbook. […] This is a web-interface to the teaching materials for the lab course ‘Landscape Genetic Data Analysis with R’ associated with the distributed graduate course ‘DGS Landscape Genetics’. The Landscape Genetics Distributed Graduate Seminar (DGS) is an international collaboration that provides a unique opportunity for interdisciplinary graduate training. The course draws … Read more →

446

Biostatistics for Clinical Research

2022-04-02

This is an open educational resource (OER) book for Biostatistics for Clinical Research: Theory & Applications in R using the bookdown package in RStudio. The output format for this example is bookdown::gitbook. […] This version has been written in Scrivener, exported as plain text as a single index.Rmd file and then used to build the book. If this worked, then it’s an entirely new workflow for writing and self publishing books that takes advantage of the organizing and writing features of Scrivener, and the computational analysis and publishing features of R, Rmarkdown and Bookdown. At … Read more →

447

Pengelompokan Kualitas Hidup Komuter dengan K-Means Clustering

2022-04-02

Syntax R berikut ini diajukan sebagai jawaban ujian akhir semester (UAS) tidak terstruktur yang diujikan Politeknik Statistika STIS mata kuliah Data Mining (Semester 7) tahun 2021. Diselesaikan pada tanggal 13 Desember 2021 dan dirapikan kembali pada tanggal 1 April 2021 sebagai bahan belajar. Dataset yang digunakan dalam syntax ini dapat dilihat di https://github.com/rezkyyayang/syntax/tree/main/K_Means_Kepuasan_Hidup_Komuter/ Semoga bermanfaat. Komuter adalah seseorang yang melakukan perjalanan ulang-alik dalam satu hari (pergi dan pulang) secara terus menerus yang biasanya oleh karena … Read more →

448

Primer on Mathematical Statistics

2022-03-31

A primer of mathematical statistics, before reading generalized linear models […] This book is a primer on basic mathematical statistics and matrices. This book was originally prepared for students about to undertake MTH301 Reading in Advanced Mathematics at USC, and reading Generalized Linear Models with Examples in R (by Dunn & … Read more →

449

Teste de progresso

2022-03-31

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Análises do teste de ... Read more →

450

Statistical Thinking for Linguists

2022-03-28

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Linguists study language from diverse perspectives and specialize in particular areas within the field of linguistics. Regardless of perspectives and methodologies, linguists must work with language data. In some cases, l There are many reasons why linguists should learn to use R. R is free! I love working with R, particularly the tidyverse ... Read more →

451

Matemáticas I-II UCM

2022-03-24

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Estas son unas notas de clase escritas en Markdown para la docencia de Matemáticas I y II en el grado de Economía UCM ¡Disfrútalas y, si encuentras algún error, escríbeme a jorherre@ucm.es ! You can render the HTML version of this example book without changing anything: Find the Build pane in the RStudio IDE, and Click on Build Book, then select your output format, or select “All formats” if you’d like to use multiple ... Read more →

452

Thực hiện Phân tích gộp với R

2022-03-20

Đây là một cẩm nang hướng dẫn cách thực hiện một Phân tích gộp bằng ngôn ngữ R. […] Chào mừng bạn đã tới phiên bản trực tuyến của cuốn sách “Thực hiện Phân tích gộp với R: Hướng dẫn thực hành”. Cuốn sách này đóng vai trò giới thiệu các cách tiếp cận để có thể tiến hành các phân tích gộp bằng ngôn ngữ R. Các bước cơ bản để tiến hành phân tích gộp sẽ được đề cập, bao gồm tổng hợp các đo lường đầu ra, forest plots, phân tích tính không đồng nhất (heterogeneity), phân tích theo nhóm (subgroup analyses), hồi quy gộp (meta-regression), các phương pháp để kiểm soát sai số xuất bản (publication … Read more →

453

2022-03-15

This is an evolving document […] These lecture notes are in an early stage of development. Stay tuned. Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International … Read more →

454

Statistik Vorlesung

2022-03-14

Dies sind Begleitnotizten für die Vorlesung Statistik. […] “Statistics is the grammar of science” (Karl Pearson) Ziel der Vorlesung Statistik ist, die Einführung in die zentralen Grundlagen und Begriffe der deskriptiven (Datenmatrix, Häufigkeitsverteilungen, Lagemaße, Streuungsmaße, Verteilungskenngrößen, Zusammenhang zwischen Variablen) und der induktiven Statistik zu geben. Gegenstand der induktiven Statistik ist es, durch geeignete Verfahren von der Stichprobe auf die Grundgesamtheit zu schließen und die Sicherheit der Schlussfolgerung abzuschätzen, d.h. Wahrscheinlichkeiten für die … Read more →

455

Outstanding User Interfaces with Shiny

2022-03-14

A book about deeply customizing Shiny app for production. […] By Kenton Russel aka @timelyportfolio Since the initial commit (https://github.com/rstudio/shiny/commit/e28b3da1badfecb34235e74a43aac4e8da1641bc) of Shiny in June 2012, the project has grown rapidly with users around the world across nearly every domain. Until 2021, strangely though, there was nearly zero comprehensive resources collecting the scattered wisdom and experience of thousands of Shiny users and developers into a single definitive resource. While, Hadley Wickham’s Mastering Shiny book (Hadley 2021) focuses on providing … Read more →

456

CM5003: From Alchemy to Chemistry

2022-03-13

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a gitbook-style website authored for the elective CM5003: From Alchemy to Chemistry. The website contains my notes for the lectures and selected documentaries. By the time that you are seeing this website, weeks, months, or even years may have passed, hence rendering the website’s content outdated (assuming that no updates are ... Read more →

457

FINM2002/FINM7041

2022-03-13

ANU Morange Class […] This is course overview for FINM2002/7041 ANU MOrange Class. Please check the course schedule … Read more →

458

MICROSTRUCTURAL FAULT ANALYSIS IN ROCCHETTA E CROCE (MONTE MAGGIORE, CE)

2022-03-12

TESI DI LAUREA SPERIMENTALE IN GIS E PERICOLOSITA’ IDROGEOMORFOLOGICA […] A fault is a planar fracture of the earth’s crust that places two parts of the earth’s rock (fault blocks) in internal contact that slide relative to each other due to forces on the Earth. A fault is roughly described as a plane defined by dip-direction/dip and a slip vector defined by trend and dip. Depending on the direction of the main ones involved, the fault plane assumes a typical spatial arrangement, and the two fault blocks will move (relative displacement) with different kinematics. Movement along a fault can … Read more →

459

LECTURE NOTES OF STAT 3202

2022-03-12

A BOOK FOR UNDERGRADUATE PROGRAMME IN AGRICULTURE […] Welcome to the book LECTURE NOTES ON STATISTICAL METHODS AND … Read more →

460

Proyecto Migración

2022-03-11

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] El Salvador cuenta con un instituto especializado en migración que publica datos sobre este tema: la Dirección General de Migración y Extranjería de El Salvador (DGME). El apartado de estadísticas del sitio oficial no tiene ningún contenido. Al parecer, los datos se encuentran en el sitio de Transparencia del gobierno. Se recomienda hacer uso de los filtros o el buscador para optimizar las búsquedas. https://www.transparencia.gob.sv/institutions/dgme/documents … Read more →

461

Technical Guide for Estimating Building Rooftop Solar Potential in a City

2022-03-11

A technical guide for mapping rooftop solar potential in a city using open source data and software. […] In 1990, cities accounted for 45% of global final energy use, but by the end of 2020, this share had risen to approximately 75% and cities release a similar share of global energy-related CO₂ emissions. Today, most of the world’s energy supply is generated from fossil fuels, coal, oil, and natural gas. Fossil fuels are non-renewable sources of energy, and their use has a negative impact on the world’s economy, ecology, and climate.1 Therefore, the use and need for renewable energy … Read more →

462

Untitled

2022-03-09

Untitled […] This is an evolving set of lecture notes for the course From Data to … Read more →

463

DATA 3320 Data Science Methodology and Applications

2022-03-07

Hello. This is your course reader for DATA 3320 Data Science Methodology and Applications. Use the chapters of the reader to guide your work through each project. You will find the associated R Markdown file for each project on … Read more →

464

An Introduction to Bayesian Reasoning and Methods

2022-03-06

This textbook presents an introduction to Bayesian reasoning and methods […] Statistics is the science of learning from data. Statistics involves We will assume some familiarity with many of these aspects, and we will focus on the items in italics. That is, we will focus on statistical inference, the process of using data analysis to draw conclusions about a population or process beyond the existing data. “Traditional” hypothesis tests and confidence intervals that you are familiar with are components of “frequestist” statistics. This book will introduce aspects of “Bayesian” statistics. We … Read more →

465

地球系统科学导论

2022-03-04

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] 武汉大学遥感学院本科生专业选修课“环境保护与规划”从开始招收本科生起，一直由万幼川教授主讲，万教授讲授的内容分为5大部分，包括：遥感在环境中的应用、环境概论、大气污染及污染扩散模型、水质模型与水质信息系统、植被生态模型，后因课时数下调至32个，万教授删减了植被生态模型部分。2022年开始，在万教授退休之际，我将课程接手过来，正赶上武汉大学进行2023版本科生培养方案修订， ... Read more →

466

2022-03-02

467

Simulación de Procesos y Sistemas

2022-03-02

Manual práctico sobre simulación de procesos y sistemas […] La simulación es una de las herramientas de modelización probabilística más utilizadas en la industria. Se utiliza para el análisis de sistemas existentes y para la selección de sistemas óptimos a partir del planteamiento y comparación de diversos escenarios plausibles. Ejemplo 0.1 Por ejemplo, supongamos que un gran supermercado ha estado recibiendo quejas de los clientes sobre el tiempo que pasan en la cola esperando una caja disponible para pagar. La dirección ha decidido añadir algunas cajas más, pero ha de decidir cuántas … Read more →

468

R 로 하는 Mixed Model

2022-02-28

This is an introduction to using mixed models in R. It covers the most common techniques employed, with demonstration primarily via the lme4 package. Discussion includes extensions into generalized mixed models, Bayesian approaches, and realms beyond. […] Michael Clark m-clark.github.io Translator : 김설기 … Read more →

469

Comparative Methods

2022-02-28

How to do comparative methods for evolution and ecology […] This book was created as part of my PhyloMeth class, which focuses on sensibly using and developing comparative methods. It will be actively developed over the course of Spring 2017, so if you don’t like this version (see date above), check back soon! The book is available here but you can fork it, add issues, and look at raw source code at https://github.com/bomeara/ComparativeMethodsInR. [Note I’ll be changing the name of the repo eventually; the course is largely in R (not entirely) but of course many key methods appear in other … Read more →

470

BS1009: the Extra Bits

2022-02-27

A gitbook-style website authored for BS1009. […] This is a website I (Kevin) made to collate all of the material that I would have discussed throughout my TA-ing sessions in BS1009! To navigate the website, note the following: If this website is helpful, do spread the love by clicking on one of the social media logos on the top right hand corner of your … Read more →

471

Step by Step I: Linear Models

2022-02-26

Step by Step I assembles in one place the tutorials I have been using to teach and apply to practice simple, multiple and hierarchical linear models. This file is a working document and will be regularly updated with reviews and new contents. My name is Sérgio. I have a PhD in Social Psychology, I am a consultant on social issues in major development induced projects, and I teach Applied Psychology and Research Methods at the Faculty of Psychology at the University of Lisbon, and Católica Lisbon School of Business and Economics. I am interested in Social Impact Assessment, Stakeholders … Read more →

472

Introduction to Computational Finance and Financial Econometrics with R

2022-02-25

Add description […] Outline of preface (preliminary and incomplete). June 21, 2016. I started teaching the course Introduction to Financial Econometrics at UW in 1998. Motivation was to teach more statistics and quantitative methods to economics majors. I found that combining statistics topics with finance applications was very effective and popular. Early classes used Microsoft Excel as the main software tool (R was not around then). Experience with Excel was, and still is, in high demand by employers in the finance industry. However, Excel is not a good tool for doing statistics. In early … Read more →

473

R for marketing students

2022-02-25

KULeuven R tutorial for marketing students […] In this tutorial, we will explore R as a tool to analyse and visualise data. R is a statistical programming language that has rapidly gained popularity in many scientific fields. The main difference between R and other statistical software like SPSS is that R has no graphical user interface. There are no buttons to click. R is run entirely by typing commands into a text interface. This may seem daunting, but hopefully by the end of this tutorial you will see how R can help you to do better statistical analysis. So why are we using R and not one … Read more →

474

Exploration de données avec R

2022-02-24

Ce document est une introduction à l’utilisation du logiciel libre de traitement de données et d’analyse statistique R. Il vise à introduire uniquement les notions de base nécessaire à connaitre pour quelqu’un qui découvre ce langage de programmation pour la première fois. Ce document est inspiré de plusieurs sources, parmi lesquels nous citons les références suivantes En anglais : En français : … Read more →

475

🃏 Probability I

2022-02-24

Course Materials […] Hello and Welcome to this introductory Lecture in Probability! These Course Notes are a complement to the Lecture Probability I. The Lecture is divided in the following Chapters, and each Chapter contains several themes. The Lectures will take place in the room MR280 on Thursday from 12h15 to 14h00. For those students who cannot attend the lectures, a recording will be available on Mediaserver. Seminars will take place on Thursday from 16h15 to 18h00 in the room MS130. For those students who cannot attend the seminars, a recording will be available on Mediaserver. Every … Read more →

476

Business Intelligence II - Anvendt Machine Learning

2022-02-23

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] Første modul omhandler en generel introduktion til softwareprogrammet R (https://www.r-project.org/). Her gengives en række eksempler på R-kode samt det tilhørende R-output for at illustrere forskellige grundlæggende funktionaliteter i programmet. Programmet R tager koder som input, så hver gang man skal have udført noget, skal man skrive de(n) relevante kode(r), som herefter eksekveres af programmet og giver det ... Read more →

477

SIDS-Related Deaths in Cook County, IL

2022-02-20

An public health analysis of SIDS-related mortality […] This analysis seeks to describe, map, and model the number of Sudden Infant Death Syndrome (SIDS)-related deaths in Cook County, IL census tracts for the purposes of public health interventions. Image credit to JAMA … Read more →

478

Lab notes for Statistics for Social Sciences II: Multivariate Techniques

2022-02-19

Lab notes for Statistics for Social Sciences II: Multivariate Techniques […] Welcome to the lab notes for Statistics for Social Sciences II: Multivariate Techniques. Along these notes we will see how to effectively implement the statistical methods presented in the lectures. The exposition we will follow is based on learning by analyzing datasets and real-case studies, always with the help of statistical software. While doing so, we will illustrate the key insights of some multivariate techniques and the adequate use of advanced statistical software. Be advised that these notes are neither … Read more →

479

Exemplo Livro Git (18/02/2022)

2022-02-18

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

480

R for Data Science - 한국어

2022-02-17

A book created with bookdown. […] 이 곳은 해들리 위컴과 개럿 그롤문드의 책 “R for Data Science” 의 한국어 번역 (번역: 김설기, 최혜민)입니다. 원어 웹북이 현재 2판 업데이트되고 있으며, 이에 따라 본 한국어웹북도 업데이트 중입니다. 본 웹북은 RMarkdown 과 bookdown 으로 작성되었으며, 소스코드는 https://github.com/sulgik/r4ds 입니다. 영문의 연습문제해답도 볼 수 있습니다. 종이책(1판)은 알라딘 등에서 구입할 수 … Read more →

481

My Website

2022-02-16

Hello, Website! For more information about simple R Markdown websites, please read the documentation at https://bookdown.org/yihui/rmarkdown/rmarkdown-site.html. Please also note that simple R Markdown sites are not based on blogdown. They are probably good for websites with only a few Rmd documents. For larger-scale and more sophisticated websites (such as blogs), you may want to use blogdown instead: https://github.com/rstudio/blogdown. … Read more →

482

Research Guide

2022-02-15

Research Guide […] Doing research is like baking: it requires structure (you need to follow a series of steps), but it also requires passion and some magic. It requires Deep Work, and a clear commitment to produce something that helps us understand the world a little bit better. In this Guide, I will introduce some of the elements that will help you produce a great research project. Just as with a baking book, I will introduce some of the elements and stages you need to follow in producing your research paper. But it is important that you also feel free to include your own magic. Use the … Read more →

483

🃏 Probability I

2022-02-14

Course Materials […] Hello and Welcome to this introductory Lecture in Probability! These Course Notes are a complement to the Lecture Probability I. The Lecture is divided in the following Chapters, and each Chapter contains several themes. The Lectures will take place over Zoom on Thursdays from 12h to 14h. Lectures will consist on a presentation of the contents of the class. During the class, there will be some exercises. You are invited to download the app Wooclap Q&A sessions on the exercises will take place on Thursdays from 16 to 18 over Zoom. We will soon be making available a … Read more →

484

Probability

2022-02-12

Notes cobbled together from books, online classes, etc. to be used as quick reference for common work projects. […] These are notes from books, classes, tutorials, vignettes, etc. They contain mistakes, are poorly organized, and are sloppy on fundamentals. They should improve over time, but that’s all I can say for it. Use at your own risk. The focus of this handbook is probability, including random variables and probability distributions. Not included here: statistics, machine learning, text mining, survey analysis, or survival analysis. These subjects frequently arise at work, but are … Read more →

485

Presentación

2022-02-12

Nos propusimos trasncribir al lenguaje R y Python los apéndices del libro Pobreza y Desigualdad en América Latina de Gasparini, Cicowiez y Sosa Escudero que originalmente fueron escritos para Stata. […] Nos propusimos trasncribir al lenguaje R y Python los apéndices del libro “Pobreza y Desigualdad en América Latina” de Gasparini, Cicowiez y Sosa Escudero que originalmente fueron escritos para Stata y que permitían replicar los datos e información presentados por los autores en el texto. Cada capítulo consta de un apéndice con códigos que permiten llevar a la práctica los conceptos … Read more →

486

Stat 140 Notes: Spring 2022

2022-02-12

Notes and docs for Stat 140 […] These notes are divided into different sections: This document isn’t designed to be read through in order – hence all the hyperlinks. Use the sidebar to navigate to what you need (you can also bookmark specific locations in your browser), and feel free to ask (or start a discussion thread!) if you can’t find something. Happy … Read more →

487

Companion to Stock and Watson’s Intro to Econometrics

2022-02-11

This is a minimal example of using the bookdown package to write a book. set in the _output.yml file. The HTML output format for this example is bookdown::gitbook, [...] I’ve written this booklet as a companion to Stock and Watson (2019). I will assign sections for you to read before coming to class. This will give us time in class to address common misconceptions and ask new questions. I recommend you read the corresponding material in Stock and Watson (2019) after you have read the chapter in this companion text and either before or after our in-class ... Read more →

488

Bookdown Template

2022-02-11

Bookdown Template […] This book is a bookdown template to be used for various projects of the Rethink Priorities survey team. The main goal of this book is to serve as a skeleton project that can be copied and used in other projects. Additionally, it contains some chapters that serve as tutorials for different features of this bookdown format. Please add yourself to the list below to acknowledge your contributions. Willem Sleegers: willem@rethinkpriorities.org David Reinstein: dreinstein@rethinkpriorities.org … Read more →

489

Pricing Danish Mortgage Bonds using Machine learning for estimation

2022-02-11

Pricing Danish Mortgage Bonds using Machine learning for estimation […] I want to thank a few people. This is an example of a thesis setup to use the reed thesis document class (for LaTeX) and the R bookdown package, in general. You can have a dedication here if you wish. Second paragraph of abstract starts … Read more →

490

Manual de R

2022-02-07

Guía breve para trabajar con data frames. Incluye descripción de las fuciones utilizadas […] En este manual se detallan los pasos a realizar para: La estructura es la … Read more →

491

Predictive Analytics: The Code Book

2022-02-07

This is the code book accompanying the slides of predictive and prescriptive analytics (F000801). […] This book contains example code of most of the items discussed in the slides of predictive analytics. The student is advised to first go over the slides and the online videos, such that he/she has a profound understanding of the underlying concepts. The theory will only be revised briefly in this book. The goal of this book is to give you an example of most of the concepts seen in class in the statistical programming language R. The code book will closely follow the content and order of the … Read more →

492

An(other) introduction to R

2022-02-07

This is a gentle introduction to R and the basic usage of some tidyverse packages (dplyr, tidyr, ggplot2, forcats, stringr) for data manipulation and visualization. […] Dear student, in the following, you will receive a gentle introduction to R and how you can use it to work with data. This tutorial was heavily inspired by Richard Cotton’s “Learning R” (Cotton 2013) and Hadley Wickham’s and Garrett Grolemund’s “R for Data Science” (abbreviated with R4DS). The latter can be found online (Wickham and Grolemund 2016). We will not immediately start out with the packages from the tidyverse … Read more →

493

Métodos Cuantitativos

2022-02-04

Material de Cátedra para el curso «Metodologías cuantitativas». […] Este texto ha sido editado en respuesta a la aparente falta de un libro de texto introductorio al análisis cuantitativo y estadísticas acesible y moderno en castellano. Si bien fue concebido como material de cátedra para Metodologías cuantitativas materia que dicta el autor en la Escuela de Humanidades de la Universidad Nacional San Martín, se adaptará fácilmente a cursos introductorios de estadísticas en … Read more →

494

Deliberativ meningsmåling i Bergen

2022-02-03

Rapport til Byrådet i Bergen om gjennomføringen av deliberativ meningsmåling i Bergen, 12. juni 2021 […] Denne rapporten presenterer resultatene fra en deliberativ meningsmåling i Bergen sommeren 2021. Arrangementet ble gjennomført som et ledd i det forskningsrådsfinansierte prosjektet Demokratisk innovasjon i praksis: Forskning på medvirkning og legitimitet i kommunale beslutningsprosesser (Demovate) (prosjektnummer 295892). Prosjektansvarlig er Bergen kommune, og faglig ledes prosjektet av forskningsinstitusjonen NORCE. Samarbeidspartnere er Universitetet i Bergen og Stanford University. … Read more →

495

STM1001: Introduction to Bioinformatics in R

2022-02-03

STM1001 Bioinformatics (Science/Health Science/Data Science Modules) […] Welcome to another content supplement for the STM1001 Science, Health Science and Data Science modules. Throughout the semester, as we cover different aspects of statistics and data science, supplementary documents such as this one will be used to enhance your learning experience. This document contains material to support your learning as you complete Computer Labs 7B and 8B of the Science, Health Science or Data Science modules. We recommend that you take a few minutes to browse the different sections in this … Read more →

496

Bio Ciencia de Datos

2022-02-03

Curso libre de ciencia de datos y modelos en R/Python. Este es un ejemplo mínimo del uso del paquete bookdown para escribir un libro. […] Curso abierto de ciencia de datos y modelos en R/Python. Con aplicaciones en ciencias actuariales y … Read more →

497

Economic Statecraft

2022-02-01

This is a graduate-level seminar on economic statecraft. I started teaching this course at the University of Salzburg in 2020. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources I use. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know. The syllabus of this class can be downloaded here: EconomicStatecraft. Please right click on the link and download or open it in a new … Read more →

498

Chinese Foreign Policy

2022-02-01

This is a graduate-level seminar on Chinese foreign policy. I started teaching this course at the University of Salzburg in 2021. The intention of maintaining this website is to facilitate my teaching and to keep track of the resources. Feel free to use this website for education purposes. If you see any errors or have suggestions, please do let me know. The syllabus of this class can be downloaded here: CFP. Please right click on the link and download or open it in a new … Read more →

499

Geostatistics Final Summary

2022-01-30

This is the final report summary of spatial statistics analysis. January 31, 2022. […] Spatial data is considered as a random process ({Z(s),s\in D}) in this part. Set coalash dataset as an example (Figure 1.1). (D) is the region with values. and (s) indicates percent of coalash in this location. Many kinds of exploratory statistics can be applied here to test stationarity, local stationarity and so on. The key idea in this chapter is to model the above random process ({Z(s),s\in D}) with values on known locations. Then inference of unknown locations can be made. Variogram is … Read more →

500

2022-01-27

501

My Final College Paper

2022-01-27

My Final College Paper […] I want to thank a few people. This is an example of a thesis setup to use the reed thesis document class (for LaTeX) and the R bookdown package, in general. You can have a dedication here if you wish. Second paragraph of abstract starts … Read more →

502

VALUTAZIONE DELLA SUSCETTIBILITA’ DA FRANA NEL BACINO IDROGRAFICO DI TRUNCA (RC)

2022-01-27

TESI DI LAUREA SPERIMENTALE IN GIS E PERICOLOSITA’ IDROGEOMORFOLOGICA […] Il dissesto idrogeologico è fra le cause di rischio principali per l’assetto sociale ed economico del nostro paese ed è, per altro, fortemente condizionato dall’azione dell’uomo oltre che dai continui cambiamenti del territorio che hanno incrementato la possibilità di accadimento di fenomeni disastrosi, e dall’aumentata presenza di beni e di vite umane nelle zone in cui tali eventi sono probabili e si manifestano. L’antropizzazione del territorio, il continuo diboscamento, l’apertura di cave, l’emungimento incontrollato … Read more →

503

Data Management for Analytics and Applications

2022-01-23

This workbook is a basic introduction to data management with R and SQL. […] This book is a basic introduction to data management with R and SQL. It is curated for Boston College’s Data Management for Analytics and Applications (ISYS3350). For the content of this book, you will need to have access to R, RStudio, and a relational database. For the ISYS3350 class, we will use the following infrastructure: Enjoy the workbook! For comments, suggestions, errors, and typos, please email us at: kokkodis@bc.edu, … Read more →

504

성경

2022-01-23

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] 육체의 일은 분명하니, 곧 음행과 더러운 것과 호색과, 우상 숭배와 주술과 원수 맺는 것과, 분쟁과 시기와 분냄과, 당 짓는 것과 분열함과 이단과, 투기와 술 취함과 방탕함과, 또 그와 같은 것들이라. 전에 너희에게 경계한 것 같이 경계하노니, 이런 일을 하는 자들은 하나님의 나라를 유업으로 받지 못할 것이요 오직 성령의 열매는, 사랑과 ... Read more →

505

Mapping Workshop

2022-01-21

506

2022-01-21

Notas de Microeconometría Aplicada […] Estas notas fueron desarrolladas por el profesor Arturo A. Aguilar Esteva como material didáctico de apoyo para los cursos de Microeconometría Aplicada que imparte a nivel licenciatura y maestría en el Instituto Tecnológico Autónomo de México (ITAM). Todos los errores son su responsabilidad. Cualquier comentario y observación con respecto a errores se agradecerá que lo dirijan al correo arturo.aguilar@itam.mx. … Read more →

507

Meta-analysis of Ecological Data in R

2022-01-15

A book about how to use R for the meta-analysis of ecological data […] We created this book as a guide to conducting meta-analysis using ecological data in R. Ecologists are increasingly turning to evidence synthesis (i.e., systematic review and meta-analysis) as a way of describing and summarizing the published evidence base within sub-disciplines. There are helpful books that provide the theory behind meta-research in ecology (Koricheva, Gurevitch, and Mengersen 2013). There are also more technical guides that provide the R code for conducting meta-analyses, but these are typically built … Read more →

508

Probability and Statistics for Business and Finance - 2021/22

2022-01-14

Notes for the R labs of the PSBF course @Unibg […] You are reading the lecture notes of the R labs for the Probability and Statistics for Business and Finance (PBSF) course at University of Bergamo (academic year 2021/22). R is a great programming language especially designed for statistical analysis and data visualisation. The PSBF R labs are designed for those who don’t have any programming background. It will be a step-by-step path; at the end you will have the basic R knowledge for analysing financial time series. Enjoy the journey! In the following lecture notes, this font (with grey … Read more →

509

Practical Data Skills

2022-01-14

Practical Data Skills […] The purpose of this book is to provide practical data science skills to managers and business analysts. The focus is helping the reader develop pragmatic skills they can apply within their organizations to extract value from data. This book will not provide a complete and rigorous overview of data science, statistics, or computer programming, but it will help the reader quickly learn how to process and analyze data in the R programming language. The book assumes nothing more than a high school level background in mathematics - it requires no prior knowledge of … Read more →

510

Data Management for Analytics and Applications

2022-01-12

This workbook is a basic introduction to data management with R and SQL. […] This book is a basic introduction to data management with R and SQL. It is curated for Boston College’s Data Management for Analytics and Applications (ISYS3350). For the content of this book, you will need to have access to R, RStudio, and a relational database. For the ISYS3350 class, we will use the following infrastructure: Enjoy the workbook! For comments, suggestions, errors, and typos, please email me at: … Read more →

511

Bridging the gap between service extension and cultural facilitation among ASHAs

2022-01-12

This book covers data analysis and synthesis for the major empirical contributions of Project RISE. Project RISE is a mixed-methods project designed to leverage the power of ritual for understanding the motivation and performance of community health workers in Bihar. […] Project RISE is a collaborative and mixed-methods effort with the goal of improving maternal and newborn health in Bihar, India by designing tools to help the motivation and performance of community health workers. This Report covers data analysis and synthesis for the major empirical sections of Project RISE, including … Read more →

512

JA Data Science Cookbook

2022-01-12

This is a collection of data science tools and techniques commonly used at January Advisors. The output format for this example is bookdown::gitbook. […] This is a collection of data science tools and techniques commonly used at January Advisors. The book is meant primarily for internal use, e.g., internal training, referencing best/past practices, and onboarding new … Read more →

513

Painting the Malaysian Covid Public Data

2022-01-11

The book is designed primarily for data science and R beginners who want to learn exploratory data analysis (EDA) through visualization in a practical way by working on actual data related to a real problem. We continue to stress these themes in the book; EDA, visualization, actual data, and learning by solving problems (#learnbydoing). We envisage that the book will only have an online version because of the dynamic nature of the problems related to Covid and the increasing data. The Covid pandemic should be of concern to all. Everyone is affected through being infected, constrained by … Read more →

514

너무나도 중요한 소식

2022-01-10

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. ... Read more →

515

2022-01-08

516

Lean Seis Sigma para la Mejora de Procesos

2022-01-07

Contenidos teórico-prácticos de la asignatura Mejora de Procesos (1479), en el Grado en Estadística Empresarial, de la Universidad Miguel Hernández de Elche […] Este libro contiene los contenidos teóricos y algunos ejemplos desarrollados para el aprendizaje de la asignatura Mejora de Procesos (código 1479) que se imparte en el 4º curso del Grado en Estadística Empresarial de la Universidad Miguel Hernández de Elche (UMH), en España. En la recopilación de contenidos teóricos, los autores agradecemos los materiales que nos compartió en su día nuestro gran amigo Luis Giménez Guardiola, que … Read more →

517

Crime Mapping and Analysis

2022-01-03

Lab materials, examples, and other data for use in Dr. Circo’s CJST 4557 course. […] Welcome to CJST 4557 - Crime Mapping and Analysis! Before we get started, let’s address a few common questions about this course, as well as some more general questions about crime mapping in general. In general I have a few major goals for you in this course: This is intended to be a general course covering common methods in crime analysis, some of the tools that go along with it, and a theory-based discussion of how to best implement strategies for crime prevention. This will be a mix of both lab-based … Read more →

518

Data Modeling Methods

2022-01-03

Data Modeling Methods […] This site is built upon UW-Madison’s STAT340, a class I took in Fall 2021 under the direction of Keith Levin and Bi Cheng Wu. My hope is that integrating their work into this website format increases … Read more →

519

Data Analytics: A Small Data Approach

2022-01-02

This book is suitable for an introductory course of data analytics to help students understand some main statistical learning models, such as linear regression, logistic regression, tree models and random forests, ensemble learning, sparse learning, principal component analysis, kernel methods including the support vector machine and kernel regression, etc. Data science practice is a process that should be told as a story, rather than a one-time implementation of one single model. This process is a main focus of this book, with many course materials about exploratory data analysis, residual analysis, and flowcharts to develop and validate models and data pipelines. Read more →

520

Buku Visualisasi Data yang Efektif

2021-12-31

Kemampuan menyajikan informasi dan insight hasil analisis data adalah kompetensi penting pada era kini dan masa depan. Teknik visualisasi data yang efektif akan memberikan dampak signifikan pada keberhasilan komunikasi dengan target audiens. Tidak hanya mempermudah pengenalan pola pada data, visualisasi data juga dapat memperkuat pesan yang ingin disampaikan. Buku ini membahas berbagai cara visualisasi data yang disesuaikan dengan tujuan dan ketersediaan data, serta memberikan beberapa hal esensial dalam menyiapkan bahan visualisasi data. … Read more →

521

Discovering Structural Equation Modeling Using Stata R, the Tidyverse, and Lavaan

2021-12-27

This project replicates the Stata code in Acocks’s (2013) text with R, the tidyverse, and lavaan. […] This project is a guide through Alan Acock’s Discovering Structural Equation Modeling Using Stata in R using the Tidyverse, and lavaan packages. The data needed to replicate the analyses in the book can be found on the book’s website here: Discovering Structural Equation Modeling Using Stata. My goal is to show how to fit these models in R and visualize their results. This is also, ver much, a work in progress. I assume that you have some familiarity with R and the tidyverse and won’t spend … Read more →

522

Text as Data Methods in R - Applications for Automated Analyses of News Content

2021-12-21

Text as Data Methods in R - M.A. Seminar at IKMZ, HS 2021 […] This online tutorial will accompany the seminar “Text as Data Methods in R - Applications for Automated Analyses of News Content”. It is part of the M.A. “Internet & Society” (IKMZ, University of Zurich, HS2021). At the moment, the course is expected to take place via in-person meetings every Tuesday 10:15-12 am in room BIN-1-D.25. Please note that this may change in light of new COVID-19 developments. You will find all necessary information on the seminar’s structure, important dates and assessments/evaluations via OLAT. Please … Read more →

523

2021-12-20

524

Encuesta docente Impacto de la Pandemia en el desempeño académico de los estudiantes

2021-12-17

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Esta encuesta se realiza en el marco del desarrollo del proyecto de investigación acerca del Impacto de la Pandemia de COVID-19 sobre el desempeño académico de los estudiantes. En términos generales, se indaga sobre las herramientas utilizadas en el quehacer docente durante la pandemia, las estrategias de evaluación y calificación aplicadas y la percepción del impacto que tuvo la pandemia sobre el desempeño académico de los estudiantes. Enunciado. Una de las … Read more →

525

Interactive Teaching Techniques

2021-12-16

Collection of interactive teaching techniques. […] Welcome to the ebook on interactive teaching techniques. This document is based on the Interactive Techniques PDF of Kevin Yee. Based on the creative commons licence the Teaching & Learning Centre of the University of Amsterdam is maintaining and expanding this ebook version. The full credits can be found at the end of this ebook. These techniques presented in this ebook have multiple benefits: the instructor can easily and quickly assess if students have really mastered the material (and plan to dedicate more time to it, if necessary), and … Read more →

526

Technical Report for the Development of a Values Informed Leadership Measure

2021-12-15

This is a technical report that documents the development of a 360 assessment of effective … Read more →

527

Machine Learning for Imbalanced Datasets

2021-12-14

This is a machine learning textbook for dealing with imbalanced datasets […] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports, e.g., a math equation (a^2 + b^2 = c^2). The bookdown package can be installed from CRAN or Github: {r eval=FALSE}install.packages(“bookdown”) # or the development version # devtools::install_github(“rstudio/bookdown”) Remember each Rmd file contains one and only one chapter, and a chapter is defined by the first-level heading #. To compile this example to PDF, you need XeLaTeX. You are recommended to install TinyTeX … Read more →

528

Data Management Using R

2021-12-12

This book is a guidebook for medical data management in R. […] Welcome to dmur! This is a book for anyone who are interested in manipulating and processing medical data. This book introduces different aspects of data management and how to implement these in R using RStudio. While there are a plethora of great R books covering a variety of data management topics, I hope this book would serve as a self-learning guide to avoid roadblocks and frustrations before becoming fully comfortable with using R. Many beginners find themselves wanting to develop data management skills in R, but lose their … Read more →

529

UCT Actuarial Science Student Managment Program

2021-12-09

UCT Actuarial Science Student Managment Program […] This readme file is designed to describe the UCTAS-stuman program, as well as provide an overview of the exemption process and their various … Read more →

530

LuoFei的R学习笔记

2021-12-08

R语言学习笔记 […] 作为一名10多年工作经历的公卫人，在实际工作感受越来越明显的是，公共卫生的研究对于数学，尤其是统计学的知识需求越来越大。现在看国外的文章，没有数学基础，几乎看都看不懂。使用统计学方法不可避免地又会使用到统计软件。传统的SAS, Stat 和 Spss等均有自身的优缺点。其实主要是要收费啊！！ R语言从诞生到现在，不停的发展壮大，愈来愈完善，关键是开源、免费，还有各种最新的统计方法的包。在2020年新冠疫情期间，我从湖北回来后的隔离期间，学习了Python，学了2个礼拜感觉对于自己的工作来说，R好像更为实用点。之后我开始零散的学习R语言。大半年过去了，现在感觉因为没有系统的学习，知识点有点混乱，平时写代码的时候，常常会忘记一 … Read more →

531

Statistical Methods for Environmental Mixtures

2021-12-07

Humans are simultaneously exposed to a large number of environmental hazards. To allow a more accurate identification of the risks associated with environmental exposures and developing more targeted public health interventions, it is crucial that population-based studies account for the complexity of such exposures as environmental mixtures. This poses several analytic challenges and often requires the use of extensions of standard regression approaches or more flexible techinques for high-dimensional data. This document presents an extended version of the class material that was used in an introductory two-weeks course on statistical approaches for environmental mixtures. The main challanges and limitations of standard regression techniques are outlined, and recent methodological developments are introduced in a rigorous yet non-theoretical way. The course was designed for students and postdocs in environmental health with basic preliminary knoweldge on linear and logistic regression models. Sources and code examples to conduct a thorough analysis in R are also included. Read more →

532

Proyecto Final: Hotel Cancelation

2021-12-06

Este es el reporte final del proyecto final sobre el concurso de Kaggle de predicción de cancelación en hoteles. […] Con el fin de planear tarifas y actividades de ventas o promoción, los hoteles hacen estimaciones adelantadas de su ocupación en cada día. Una parte de estas estimaciones requiere predecir cuántas de las reservaciones que ya se tienen van a terminar en cancelaciones, lo cual libera inventario que afecta en la planeación. Predecir cuáles reservaciones son probables que terminen o no en cancelación. Los datos que se utilizaron para este proyecto fueron obtenidos del sitio … Read more →

533

Coding for Data Science 2021/22 - R part

2021-12-04

Notes for the R labs of the C4DS course @ Unibg […] You are reading the lecture notes of the R lectures for the Coding for Data Science (C4DS) course at University of Bergamo (academic year 2021/22). C4DS is the first module of the course named Coding and Machine Learning (see here for more details). The C4DS R lectures are designed for students who already have a programming background thanks to the first part of the C4DS course dedicated to Python. In this part of the module we will introduce R programming language for data science (including data manipulation, data visualization and … Read more →

534

EDM - Dengue and Urbanization

2021-12-03

EDM - Dengue and Urbanization […] These codes are based on Sugihara 2012 paper and code repository. Documentation could be found here. References Lorenz chaotic attractor Constructing Empirical Dynamic Models: Taken’ Theorem State Space Reconstruction: Convergent Cross … Read more →

535

Códigos Auditoría CCU

2021-12-01

Códigos Auditoría CCU [...] Códigos Auditoría CCU Importar los datos, dependiendo la ubicación que se encuentren en el directorio A continuación se grafica la variable objetivo de venta volumen de cerveza desde Enero 2014 a Agosto 2021. El histograma de la venta volumen de cervezas está dado por Las medidas descriptivas de la venta volumen de cervezas se calculan mediante Los gráficos de tendencia para cada una de las dimesiones predictoras del modelo Los histogramas de distribuciones de cada dimensión predictiva A continuación los gráficos de dispersión de la variable objetivo con ... Read more →

536

Matemáticas I, UCM, Facultad de Económicas y Empresariales

2021-12-01

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a sample book written in Markdown. You can use anything that Pandoc’s Markdown supports; for example, a math equation $$a^2 + b^2 = c^2$$. Each bookdown chapter is an .Rmd file, and each .Rmd file can contain one (and only one) chapter. A chapter must start with a first-level heading: # A good chapter, and can contain one (and only one) first-level heading. Use second-level and higher headings within chapters ... Read more →

537

Portfolio, Churn & Customer Value

2021-11-28

This research paper aims at modelling customer portfolio, churn and customer value. […] This paper is being realized as part of our last year in master’s degree in economics. It aims at studying a firm’s most valuable asset namely its customers. To that end, we adopt a quantitative approach based on econometrics and data analysis with a threefold purpose to : After having defined the subject’s key concepts, we apply duration models and machine learning techniques to a kaggle dataset related to customers of a fictional telecommunications service provider (TSP). Keywords: customer portfolio … Read more →

538

A Short Guide to Historical Newspaper Data, Using R

2021-11-27

This is a handbook to help new and existing users find, process and analyse historical newspaper data, using the programming language R, and its IDE R-Studio […] In 2018 and 2019 I worked at the British Library as a Curator of Newspaper Data. It was an experimental position, conceived on the premise that the data generated by newspaper digitisation projects, in this case the Heritage Made Digital project, deserves its own curatorial role and set of practices. It was an fun time to work on such a project. While the large-scale analysis of newspaper data by historians is no longer in its … Read more →

539

BS2002: Microbiology

2021-11-25

This is a minimal example of using the bookdown package to write a book. The HTML output format for this example is bookdown::gitbook, set in the _output.yml file. [...] This is a website I (Kevin) made using the R package bookdown for the NTU SBS course BS2002: Microbiology. More information about this site will be shown in the following sections. This website was authored for the semester 1, NTU academic year 2021 - 2022 edition of BS2002. At the time of your visit, weeks, months, or even years may have passed (hence rendering the website’s content outdated if no edits are made). ... Read more →

540

Data Science in R: A Gentle Introduction

2021-11-23

A gentle introduction to data science in R. […] Hello and welcome! This online book is structured as a series of walk-through lessons in R that will have you doing real data science in no time. It covers both the core ideas of data science as well as the concrete software skills that will help you translate those ideas into practice. Many of these lessons operate on the premise of “mimic first, understand later.” That is, I’ll introduce bits of R code that do something interesting and ask you to mimic them word for word to see what they do, without necessarily understanding the details at … Read more →

541

My Coding Index

2021-11-22

My Coding Index assembles and organizes in one place all the relevant code and online resources I have been using to teach RStudio and in my professional practice. This file is a working document and will be regularly updated with reviews and new contents. My name is Sérgio. I have a PhD in Social Psychology, I am a consultant on social issues in major development induced projects, and I teach Applied Psychology and Research Methods at the Faculty of Psychology at the University of Lisbon, and Católica Lisbon School of Business and Economics. I am interested in Social Impact Assessment, … Read more →

542

Statistica Applicata per la Finanza - 2021/22

2021-11-22

Appunti per il corso di Statistica applicata per la finanza @ UniBg […] State leggendo gli appunti dei laboratori di R del corso di Statistica Applicata per la Finanza (SAPF) tenuto all’Università di Bergamo (anno accademico 2021/22). R è un linguaggio di programmazione sviluppato specificatamente per l’analisi statistica e la rappresentazione grafica dei dati. I laboratori di R sono strutturati per studenti che non hanno uno specifico background in tema di programmazione. Sarà un percorso step-by-step al termine del quale ogni studente/essa avrà la conoscenza base di R per l’analisi delle … Read more →

543

Communication Theory

2021-11-21

Handbook on Communication Theory for both interpersonal and interorganizational communications […] View book source “Communication Theory” was written by Mike Nguyen. It was last built on 2021-11-21. This book was built by the bookdown R … Read more →

544

BS2001: Physiology

2021-11-21

This a website built for studying BS2002: Physiology […] This is a bookdown site generated for the NTU SBS course BS2001: Physiology (a core module for BS students). More information about this website will be shown in the following sections: At the time of your visit, weeks, months, or even years may have passed. Hence, the material presented on this website may no longer be up-to-date for future iterations of this course. Furthermore, this bookdown site is not a substitute for skipping lectures and / or tutorials. The curator encourages current and prospective students to be responsible … Read more →

545

Some Notes on Mathematics

2021-11-19

This is a note using the bookdown package to write a book. The output format for this is bookdown::gitbook. […] 本站的内容 本站会不定期更新一些笔记, 包括但不限于概率论与数理统计、随机过程、算法分析、代数基础、以及一些计算机相关的内容. 如果时间充足, 我会用Rmarkdown进行书写, 写起来真的很工整. 但是如果时间有限, 笔记仅以goodnotes导出格式进行显示（这通常为图片或pdf文件） 现在已经更新的内容有： 注记：随机积分 第三学期：常微分方程笔记 第三学期：抽象代数笔记 第四学期：复变函数笔记 第四学期：概率论笔记 第四学期：数值分析笔记 第五学期：数理统计笔记 第五学期：实变函数笔记 第五学期：微分几何笔记 … Read more →

546

Research methods introduction for genetic counseling students (Fall 2021)

2021-11-18

This e-book contains an introduction to qualitative and quantitative research methods that may be useful for genetic counseling students to learn. This curriculum is part of the Master of Science in Genetic Counseling program at MGH Institute of Health Professions. […] CLICK HERE TO JUMP TO THE CURRENT SECTION. Hi Everyone– My name is Anshul and I will be visiting your class on Oct 21, Oct 28, Nov 4, and Nov 18 in the fall 2021 offering of GC621. This e-book contains the materials that we will use during our four weeks together. Each week, there will be an assignment that you need to do … Read more →

547

Stat 340 Notes: Fall 2021

2021-11-18

Notes and docs for Stat 340 […] These notes are divided into three sections: This document isn’t designed to be read through in order – hence all the hyperlinks. Use the sidebar to navigate to what you need (you can also bookmark specific locations in your browser), and feel free to ask (or start a discussion thread!) if you can’t find something. Happy … Read more →

548

BS2003: Biochemistry II

2021-11-18

This is a bookdown site authored for the NTU SBS course BS2003: Biochemistry II […] This is a bookdown site made for the NTU SBS course Biochemistry II. BS2003: Biochemistry II is a core module in the SBS curriculum typically taken by year 2 undergraduates during the first semester. The course is jointly taught by two SBS faculty members: [Gerhard Grueber] and [Ardina Grueber]. While the author has made a considerable effort to ensure that the contents of this bookdown site are as faithful to the course’s content, errors may still arise in the site’s nonetheless. Hence, should you … Read more →

549

Quantitative Analysis with R

2021-11-18

A book created with bookdown. […] This is a book about quantitative analysis using R. The target audience are students in the biological or social sciences learning R and seeking to build professional data science skills, including computer science fundamentals and … Read more →

550

Kenai Peninsula Chapter of Trout Unlimited Embrace-a-Stream Project: Expanding and Corroborating the Known Extent of Anadromous Waters Throughout the Kenai Peninsula

2021-11-15

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This document contains preliminary data and analysis related to The Kenai Peninsula Chapter of Trout Unlimited’s Embrace-a-Stream project, “Expanding and Corroborating the Known Extent of Anadromous Waters Throughout the Kenai Peninsula.” The Kenai Peninsula’s watersheds are significant producers of Pacific salmon. Critical to Alaska’s economic and cultural wellbeing, these salmon support fisheries both inland and throughout Cook Inlet. This project is … Read more →

551

Single Cell Multi-Omics Data Analysis

2021-11-12

This book is a collection for pre-processing and visualizing scripts for single cell milti-omics data. The data is downsampled from a real dataset. … Read more →

552

2021-11-08

655

Tecnicas de Limpieza y Calidad de Datos

2021-07-21

Ejercicios realizados en clase […] Este conjunto de páginas contienen los ejercicios realizados en clase en el curso: Técnicas de Limpieza y Calidad de Datos. … Read more →

656

Behind changing windows: understanding shop changes in Miðborg

2021-07-20

The main aim of this project is to provide a spatial analysis of the retail change in Miðborg through the production of an interactive map of the shops in Miðborg. The main source of inspiration for the project is the interactive map produced by the Parisian planning agency (APUR). The retailscape of Miðborg has undergone a dramatic change over the past years. Before 2020, tourism has driven some major shop changes. Some very well-established shops, such as the grocery Visir, have been turned into tourist shops. Other well-known shops have moved out to suburban premises, while new … Read more →

657

Data Visualization for Conservation

2021-07-20

This book contains all the content for, and information relevant to, the Data Visualization for Conservation course (7 July - 20 July 2021). […] Welcome to the Data Visualization for Conservation course! In this course we are going to be talking about data visualisation or ‘dataviz.’ We will spend time talking about the importance of data visualisation, learning how to produce custom visualisations using the ggplot2 package, as well as an important theory of data management and storage. The path of learning is never-ending, and we do not want you to imagine that this course can teach you … Read more →

658

Recitation 2 Note

2021-07-20

This is note for recitation 2. […] The text in an R Markdown document is written with the Markdown syntax. Precisely speaking, it is Pandoc’s Markdown. There are many flavors of Markdown invented by different people, and Pandoc’s flavor is the most comprehensive one to our knowledge. You can find the full documentation of Pandoc’s Markdown at https://pandoc.org/MANUAL.html. Inline text will be italic if surrounded by underscores or asterisks, e.g., text or text. Bold text is produced using a pair of double asterisks (text). A pair of tildes (~) turn text to a subscript (e.g., … Read more →

659

Métodos de evaluación de impacto

2021-07-20

Métodos de evaluación de impacto […] Este documento está en construcción. Tiene por objetivo recoger material necesario para impartir un curso aplicado de introducción a métodos de evaluación de impacto. Esta primera versión realiza una revisión detallada de regresión lineal, el método experimental, técnicas de emparejamiento (matching), diferencias en diferencias y regresión discontinua. En la medida de lo posible el documento trabaja con datos de Ecuador. Además, el software utilizado para el análisis, estimación y predicción es … Read more →

660

2021-07-20

661

Lecture 3 Note

2021-07-19

Lecture 3 note […] Suppose that two assets are traded: one risk-free and one risky security. The former can be thought of as a bank deposit or a bond issued by a government, a financial institution, or a company. The risky security will typically be some stock. It may also be a foreign currency, gold, a commodity or virtually any asset whose future price is unknown today. Throughout the introduction we restrict the time scale to two instants only: today, t = 0, and some future time, say one year from now, t = 1. More refined and realistic situations will be studied in later chapters. The … Read more →

662

Lecture 2 Note

2021-07-17

This is the class note for lecture 2. […] There is an extensive range of packages in R. For collecting and analyzing financial time series, some of the packages we will use include: Financial data collection from internet (tidyquant) Time series (xts,zoo) Non-linear volatility models (rugarch) Regime modeling (fxregime) The first package (tidyquant) facilitates collecting financial data from the internet sites: https://fred.stlouisfed.org/(FRED) Interest rates of US Government Bonds/Bills Interest rates of Foreign governments Foreign exchange rates Commodities: West-Texas-Intermediate Crude … Read more →

663

Elaboración de productos de datos: Reportes con R Markdown

2021-07-16

Este libro es una compilación de reportes individuales trabajados durante mayo y junio del 2021 en el Taller de Elaboración de productos de datos dictado por Samuel Calderon. […] Este libro digital es un esfuerzo conjunto de los participantes del Taller de Elaboración de productos de datos dictado durante cuatro semanas entre los meses de mayo y junio de 2021. A pesar de que el taller tuvo una participación regular de alrededor 10 personas en las sesiones, fueron cinco personas quienes optaron por participar del proyecto final, que no era obligatorio. El taller tuvo como público objetivo a … Read more →

664

R para los científicos

2021-07-15

Un guía para adquirir las bases de la programación con R y conducir de forma efectiva su gestión y análisis de datos. […] Agradezco a todos los colaboradores que ayudaron a mejorar este libro con sus consejos, sugerencias de cambios y correcciones (en orden alfabético): Camila BF, Marc G, Susi LH, y Estefania QH. Las versiones de gitbook, html y epub de este libro usan los iconos de fuente abierta de Font Awesome (https://fontawesome.com). La versión en PDF utiliza los iconos del proyecto Tango disponibles en openclipart (https://openclipart.org/). Este libro fue escrito con el paquete R … Read more →

665

Microclimate Algorithms

2021-07-13

A users’ guide to accessing and processing microclimate datasets. […] Most ecological analyses and forecasts use weather station data or coarse interpolated, gridded temperature data. Yet, these products often poorly capture the microclimates experienced by organisms that live near the surface and respond to fine scale spatial and temporal environmental variation. Sources of historic and projected future data that better capture microclimates are proliferating. This site attempts to make it easier for users to access and process microclimate data. We include weather station data along with … Read more →

666

2021-07-13

Notas de clase de Bioestadística […] Este libro fue construido para ayudar a entender algunas herramientas de Bioestadística. Acá encontrará los códigos, las lecciones, los ejercicios y tareas dejados por su querida profesora Danna … Read more →

667

Malaria inequality

2021-07-11

Code for malaria inequality analysis … Read more →

668

TIES Measurement Report Automation Project

2021-07-09

This instruction manual is generated using the R package bookdown. The output format for this example is bookdown::gitbook. […] This project is developed to generate lengthy but informative measurement reports from survey data and Mplus measurement model outputs for projects at NYU Global TIES for Children. Typically, a research institute like TIES has the obligation to generate detailed measurement reports to better inform the funders and the cooperating agencies about its most up-to-date work. However, even with a Word template, the process from analytical results to a publishable report … Read more →

669

Data Visualization Workshop

2021-07-09

Data Visualization Workshop […] “The greatest value of a picture is when it forces us to notice what we never expected to see.” — John W. Tukey This bookdown was created for a 2-hour minicourse on data visualization for students in the 2021 UCSF Science and Health Education Partnership Highschool Internship Program (SEP HIP). Interns – welcome! You can use this website and all of its resources during and after the workshop. Anyone else – welcome, also! Feel free to use what you find here for educational purposes. If you do, please cite this book and/or include the URL where you use these … Read more →

670

2021 REU Data Science Training

2021-07-01

2021 REU Data Science Training […] Knowledge Gained: R, data wrangling, data visualization Main materials: Other resources Software: R Weekly Time-Commitment: 3-6 hrs of independent asynchronous work by students supplemented with ~1-3 hours of grad student led synchronous support. Asynchronous work: working through video tutorials Synchronous … Read more →

671

Analysis scripts for NHi-C

2021-06-28

This book is a collection for of visualizing scripts for NHi-C … Read more →

672

Introdução à Análise de Dados em R

2021-06-25

Livro texto que acompanha o Curso Introdutório de Análise de Dados em R […] Este curso é oferecido pela Escola de Gestão & Politicas Públicas da Fundação CEPERJ. A Fundação CEPERJ é uma instituição com mais de meio século de tradição, história e é reconhecidamente um legítimo centro de capacitação, recrutamento, cultura, e produção de estatísticas e de estratégia de políticas públicas para o estado do Rio de Janeiro. Bruno Lucian é graduado em Estatística pela UFF e Mestre em Matemática Aplicada pela FGV. Atualmente é Cientista de dados na Loggi, já atuou como cientista de dados líder na … Read more →

673

2021-06-23

674

Solutions Calculus Vol 1 2th Edition

2021-06-22

Solutions from the book Calculus, Volume 1: One-variable calculus, with an introduction to linear algebra Second Edition (1988) by Tom Mike Apostol. […] The main objective of this book is to present all the solutions of the exercises proposed in (Apostol 1988) Currently it is a work in … Read more →

675

Novel Approaches and Analytics

2021-06-22

This is a course handbook written by Bodong Chen for his SNA course at UMN. […] This site is built for a course titled CI 8371 - Applied Social Network Analysis in Education, taught by Prof. Bodong Chen at the University of Minnesota. Content on this site will be actively built and refined throughout the Spring 2021 semester. While the course is titled Social Network Analysis in Education, this course is not limited to social networks or to education. We will broadly examine social, information, and artificial networks in a variety of learning contexts including schools, workplace, and … Read more →

676

The Social Life of Neighborhoods: Data Preparation & Mapping Tutorials

2021-06-19

This is a website with tutorials for the Social Life of Neighborhoods offered in SOC 176/276. […] The following is a series of tutorials specifically designed for The Social Life of Neighborhoods (SOC 176/SOC 276/AFRICAAM 76B/CSRE 176B/URBANST 179) course. The course assignments and final story map require collecting and analyzing information about neighborhoods and other urban spaces. In the tutorials, you will be introduced to tools that will allow you to gather, process, and visualize data so that you can complete the assignments and create your own story map. No prior experience or … Read more →

677

Computational Social Science: Theory & Application

2021-06-17

Script for the seminar ‘Big Data and Social Science’ at the University of Bern. […] The present document serves both as slides and script for the workshop/seminar Computational Social Science: Theory & Applications. This seminar is taught by Paul C. Bauer at the University of Mannheim (Spring Semester 2021). The material was developed by Paul C. Bauer and heavily draws on material developed by other people (see script). Any original material and examples is licensed under a Creative Commons Attribution 4.0 International License. For potential future versions of the course see my website: … Read more →

678

2021-06-16

Customer-Analytics-Business-Intelligence […] Chapters and sections can be labeled using {#label} after the name. We can reference Chapter ?? by writing @ ref(intro). Parenthetical citation can be created by writing [@xie2015], e.g. (Xie 2015, 45) Narrative citations can be created by writing @R-bookdown, e.g. Xie (2021) Figures and tables with captions will be placed in figure and table environments, respectively. Figures can be referenced by its code chunk label with the fig: prefix, e.g., see Figure 0.1 Tables can likewise be referenced by its code chunk label with the tab: prefix, e.g., … Read more →

679

Introducción a la ciencia de datos con R.

2021-06-14

Curso intro de R […] Estos recursos corresponden a un seminario de sociología y epistemología del big data. El presente material corresponde a la unidad práctica de dicho seminario, que busca introducirnos en análisis de datos por medio del lenguaje R. Si bien este objetivo es explícitamente de nivel introductorio, creemos que puede ser un primer paso hacia un fin necesario: acercarnos al fenómeno de los datos, con una mirada “desde adentro.” Escenarios sociales y técnicos como el big data, así como los avances en inteligencia artificial y la proliferación de algoritmos en diversas esferas … Read more →

680

Fundamentals of Wrangling Healthcare Data with R

2021-06-14

Fundamentals to Data Wrangling and programming with R v 4.1; examples with Health Related Data […] Data Wrangling is the process of gathering, selecting, transforming and mapping “raw data” into another format with the intent of making it more appropriate and valuable for a variety of downstream analytic purposes. The Primary goal in data wrangling is to assure quality and useful data. Also known as “data cleaning,” “data processing,” or “data munging”; many professionals will tell you that data management related tasks will consume upwards of 80% of their time, leaving only 20% for … Read more →

681

Utah IR R tools user guide

2021-06-14

A guide to installing R and the necessary R packages developed for Utah’s Integrated Report process. […] bookdown.org/jakevl/IR-R-tools-guide This guide walks secondary reviewers through installing R and its associated packages on their computer. A snapshot of the commands required to run the R packages is available on the “Install or Access R Tools” card on the Current Report Development Trello Board. Please refer to the FAQs section for answers to common questions, but note that this section will grow as we move through the process as group. If you still have questions about running R or … Read more →

682

2021-06-13

683

Introduction to R - tidyverse

2021-06-10

Introduction to R - tidyverse […] This document contains the material covered in the Introduction to R (tidyverse) course taught at the Walter and Eliza Hall Institute of Medical Research. The course is taught to biomedical scientists, but the material and the teaching examples are very broad. Skills taught in this workshop can be applied to many disciplines in academia and industry. There is no assumed knowledge of R or other computer languages - we start from scratch. Chapters 1 through 5 make use of popular (non-biological) teaching data sets available through R. Chapters 6 onwards … Read more →

684

Title

2021-06-10

Title […] I want to thank a few people. This is an example of a thesis setup to use the reed thesis document class (for LaTeX) and the R bookdown package, in general. You can have a dedication here if you … Read more →

685

Working with data

2021-06-09

This is a short workbook designed to help students in the MSSE program feel better about how to talk about the data generated from their capstone projects. […] This short book encapsulates everything that we used to cover in an in-person short course, the entire point of which was to collaboratively improve our ability to talk about, describe, and display data. We began the course as a deep-end-of-the-pool method of trying to take away some of the concern and fear that people have when it comes to writing about their Capstone data. Our goals are very simple: The only requirements for this … Read more →

686

Data Science Boot Camp

2021-06-09

Course materials for the Data Science Boot Camp, Weldon Cooper Center for Public Service, University of Virginia June 8-10, 2021 […] This boot camp is designed to help research assistants rapidly to become productive doing data science as a member of the Cooper Center team. The mini-course offers introductory training in how to do data science as a member of a team. It also provides an orientation to the projects, resources, and house styles that are specific to the Cooper Center. R4DS: R for Data Science by Hadley Wickham and Garrett Grolemund. An excellent introduction, available for free … Read more →

687

2021-06-06

688

Merging Discussion

2021-06-03

Merging Discussion […] The dplyr package has a suite of four functions for merging two datasets together. The syntax is borrowed from SQL … Read more →

689

Skript zum MAS Modul Servotechnik

2021-06-02

Skript Servotechnik […] Dieses Dokument dient als Grundlage für das MAS-Modul “Antriebstechnik,” welches von der Fachhochschule Nordwestschweiz angeboten wird. Es behandelt die Grundlagen der aktuellen Servotechnik. Das Dokument kann hier kostenlos gelesen werden. Ein PDF-Dokument kann via Email (martin.pischtschan@fhnw.ch) angefragt … Read more →

690

A Crash Course in Geographic Information Systems (GIS) using R

2021-06-01

A Crash Course in Geographic Information Systems (GIS) using R […] There is an assumption of some previous experience in R with this tutorial. If you have not used R before I would start with Chapter 1 of the free, and excellent textbook R for Data Science. The GIS operations in R from the sf package are designed to integrate well with the tidyverse suite of R packages. We will make use of some basic functionality from the dplyr package and will be using pipes (%>%) to sequence multiple operations. If you are unfamiliar with dplyr and pipes I would go through the base vignette before … Read more →

691

Curso R 2021

2021-06-01

Este libro es una introducción al paquete bookdown para la escritura de libros (en castellano, galego, …). […] Este libro es una pequeña guía sobre como emplear el paquete bookdown de R para la escritura de libros, incluyendo algunos detalles de configuración para la escritura en otros idiomas distintos del inglés (castellano, galego,…). Este mismo libro ha sido escrito en R-Markdown empleando el paquete bookdown y está disponible en el repositorio Github: rubenfcasal/bookdown_intro. Para generar el libro (compilar) puede ser recomendable instalar la última versión de RStudio y la versión … Read more →

692

Processo de Produção do Formaldeído

2021-06-01

Em desenvolvimento […] O formaldeído é um composto orgânico de extrema importância na indústria e mercado mundial. Dotado de grande versatilidade, são inúmeras as aplicações desse composto em diferentes setores da indústria química. Desse modo, o trabalho em questão tem como objetivo a aplicação dos conceitos de balanço de massa e energia para a simulação do processo de produção do formaldeído através da utilização do software Microsoft Excel. Calculando-se o grau de liberdade para assumir parâmetros baseados na literatura e assim resolver o sistema através da ferramenta solver. … Read more →

693

Coding in R

2021-06-01

Handbook of basic R coding concepts and practices. […] This is a handbook of basic R concepts and best … Read more →

694

Machine Learning for Economics 2020/21: R labs

2021-05-31

Notes for the R labs of the MLFE course @ Unibg […] You are reading the lecture notes of the R labs for the Machine learning for Economics (MLFE) course at University of Bergamo (academic year 2020/21). The MLFE course is the second module of the Coding and Machine Learning course. The MLFE R labs are designed for students who already have some experience with R programming thanks to the first module of the Coding and Machine Learning course. Click here to access the R lab notes of the first module regarding introduction to R language and the tidyverse package. Enjoy the journey! … Read more →

695

2021-05-27

696

ADVANCED REGRESSION AND PREDICTION: MACHINE LEARNING TOOLS

2021-05-27

This is a bookdown in which the second part of the project of the subject advanced regression and prediction of the Master’s Degree in Statistics for Data Science has been carried out […] Currently Machine Learning (ML) techniques are applied in an infinity of fields to obtain knowledge from data. Among these fields today we can highlight the appearance and effect of the coronavirus disease (COVID-19) in all aspects of society. That is why, by completing this second part of the advanced regression and prediction course, it is intended to use the techniques learned during the practical and … Read more →

697

Fashion Logistics Analysis

2021-05-26

Descriptive Analysis of Fashion Data […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in these packages, use the library() command, in each session. RStudio shows a list of installed … Read more →

698

2021-05-26

699

2021-05-25

Business Statistics […] The course purpose is to introduce a formal framework for analyzing real life business problems with actual data, so that students can improve their understanding of the circumstances in which statistical techniques should be used and how to apply statistics to practical business situations. The entire course is supported with many case studies and worked-out examples. In particular, statistical techniques are grouped in sections covering applications in the field of decision making, business forecasting, quality control, and commonly used descriptive and inferential … Read more →

700

POLI 330 International Organization

2021-05-25

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] The goal of this course is to introduce students to the structure and functions of international political and economic organizations. Particular attention to the United Nations and its specialized agencies, and to emerging regional communities. We look in depth at the United Nations, the World Trade Organization, international courts, and the international financial institutions, as well as other international organizations in comparative terms. Students … Read more →

701

Introduction to R

2021-05-25

Accompanying IMSID course […] This instruction manual belongs to the course Introduction to R which is taught at the Institute for Medical Statistics, Computer and Data Sciences at Jena University hospital. Each chapter belongs to one of the five course dates. It is written in a way that should allow you to reproduce the entire course by yourself on your personal computer. There are a lot of code examples in this instruction manual. You can generally recognize a piece of R code in this document by the grey highlighting. If the code returns a result, the result is displayed directly below … Read more →

702

基于R语言的科研信息分析与服务

2021-05-24

Scientific Research information service using R […] 在图书馆开设R语言系列讲座也有一年半载了，在此过程中我萌生了用R语言写一本书的想法，一方面是想为学生提供R语言学习范例，另一方面也借此为我校科研人员提供一些科研信息服务。如果此举能做到教学相长，更好地实践和应用数据科学，也算是一次很有意义的尝试，无奈自己时间精力有限，写书进展缓慢。 本书数据处理和可视化用到 tidyverse, 您也可以参考我的课件《数据科学中的 R 语言》。 本书的代码可以公开，您完全可以重复每一过程。本书使用的代码和数据集 可能用到的开发版本的宏包 … Read more →

703

Sobre reduzir distâncias…

2021-05-23

Sobre reduzir distâncias… […] Atualmente sou professora associada do Centro Federal de Educação Tecnológica de Minas Gerais, onde leciono geografia aplicada às Ciências Sociais, geografia de transportes, análise urbana, análise de dados para gestão e cursos de logística e logística urbana desde 2006. Após concluir meu doutorado em Geografia em 2015, tenho me envolvido em pesquisa com foco em planejamento orientado à acessibilidade, transporte de cargas urbanas e análise espacial aplicada. Sou coordenadora do grupo de pesquisa PLACES - PLANEJAMENTO para ACcESs, membro da Rede de Pesquisa … Read more →

704

2021-05-23

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Este compendio de unidades sobre modelización estadística trata de mostrar una versión aplicada para el tratamiento de los modelos estadísticos más básicos. El objetivo no es mostrar una versión teórica de estos modelos sino una versión aplicada. Se recomienda a los lectores interesado que complementen la teoría de estos modelos con manuales más específicos. Para poder seguir los contenidos aquí expuestos se recomiendan conocimientos básicos de estadística … Read more →

705

Pharmacy Primer for T-SQL Database Interrogation

2021-05-23

Pharmacy Primer for T-SQL Database Interrogation is a manual intended for pharmacist SQL practitioners at a beginner to intermediate skill level. It approaches the topic of Microsoft Transact-SQL (T-SQL) database interrogation from the HFHS perspective using pharmacy use cases from real-world projects. The manual makes an up-front investment in foundational SQL theory that (hopefully) rewards the user with more nuanced and targeted examples in its later materials. Read more →

706

2021-05-21

707

K-Means Clustering

2021-05-19

An E-book explaining K-Means clustering using R. […] In this reader, we explain how to perform K-Means clustering in … Read more →

708

ProteoMill

2021-05-18

Documentation and guidelines for using the ProteoMill platform. […] The analysis of protein enrichment and knowledge of protein-protein interactions have become essential tools in many proteomics studies. We developed ProteoMill, an analysis platform with the purpose to enable researchers to quickly gain insights about the molecular events in their data. ProteoMill is unique in that it is a free, open-source, always up-to-date and easily accessible web tool that renders a complete pipeline from data upload to differential expression-, enrichment- and network analysis. A common requirement … Read more →

709

Comprehensive Exam Study Guide

2021-05-17

Welcome to my study guide that I used to prepare for my comprehensive exams. This is a general work in progress but it helped me compile all of the resources I needed for this exam set. […] Welcome to my study guide that I used to prepare for my comprehensive exams. This is a compilation of resources that I used while studying for my comprehensive exams. Each tab and chapter in this R-book are organized by the committee member this was used for. Disclaimer: Some pages of notes are more comprehensive and descriptive than others. This study guide is meant to be a foundation to bounce off of … Read more →

710

Analyses statistiques avec R

2021-05-15

Analyses statistiques avec R […] Durant votre cursus du cours LBIRA2110, nous vous offrons la chance de vous former au logiciel et langage de programmation R. R c’est LE logiciel libre référence dans le domaine de l’analyse statistique de données. Programmer en R nécessite R-Studio qui est une interface utilisateur facilitant l’utilisation du langage R. L’installation de R et R-studio n’est pas très compliquée mais requiert de suivre à la lettre plusieurs étapes. Le lien suivant vous mènera vers un support où l’installation est détaillée: ~> Installation détaillée de R et R-Studio En … Read more →

711

Skript zur Vorlesung Staatsrecht II – Grundrechte

2021-05-10

Skript zur Vorlesung Grundrechte im Sommer 2021 […] Dieses Skript wird laufend aktualisiert und fortgeschrieben. Sie können es online lesen, aber auch als pdf oder für einen epub-Reader herunterladen. Dazu klicken Sie oben auf das … Read more →

712

STAT160 R/RStudio Companion

2021-05-10

Companion document to Introduction to Statistical Investigations using R/RStudio. […] This companion is for use in STAT160 (Introduction to Data Science). The textbook for the course is Introduction to Statistical Investigations (Tintle et. al). Through in-class and home work assignments, students will learn to use R and RStudio. In this companion, we will review the commands and functions students will need to perform statistical analysis and generate statistical … Read more →

713

Moindres Carrés Ordinaires et alternatives

2021-05-10

Moindres Carrés Ordinaires et alternatives […] La méthode des moindres carrés ordinaires (MCO) consiste à minimiser la somme des carrés des écarts, écarts pondérés dans le cas multidimensionnel, entre chaque point du nuage de régression et son projeté, parallèlement à l’axe des ordonnées, sur la droite de régression. Il s’agit d’ajuster un nuage de points ({Y_i, Xi}_{i=1,…,n}) selon une relation linéaire, prenant la forme de la relation matricielle (Y=X\beta+\epsilon), où (\epsilon) est un terme d’erreur. Parmi les différentes méthodes de régression existantes cette dernière est … Read more →

714

Techincal Analysis with R (second edition)

2021-05-10

This is an introductory textbook that focuses on how to use R to do technical analysis. […] Since the first edition has been published in 2018, I have received numerous comments on how to improve the book. The second edition attempts to accommodate these suggestions as much as possible. The book is completely rewritten and reorganized. In particular, the core part of trading rule is now divided into three chapters: day-trading rule, non-day trading rule, and complex trading rule. Day-trading rule requires only basic knowledge of conditional if statements and for loops. Non-day trading … Read more →

715

2021-05-09

716

R Coding for Data Science - 2020/21

2021-05-09

Notes for the R labs of the R4CDS course @ Unibg […] You are reading the lecture notes of the R lectures for the Coding for Data Science (C4DS) course at University of Bergamo (academic year 2020/21). R is a great programming language especially designed for statistical analysis and data visualisation. The C4DS R lectures are designed for students who already have a programming background thanks to the first part of the C4DS course dedicated to Python. In the 5 lectures dedicated to R I will present you the basics of R for data manipulation, analysis and plotting. Enjoy the journey! In the … Read more →

717

2021-05-09

718

Summer RA Conclusion

2021-05-09

Summer RA Conclusion […] 本文件为2020年夏季学期胡悦老师RA项目中的方法总结，主要包括： 使用.Rmd撰写论文 Git Zotero与Rmd bookdown基本使用方法 如何快速阅读论文 提醒：由于各种原因，请尽可能保证在使用R时，各种文件路径中仅含有英文字母、_和-（例如R可能无法读取路径名中带有中文的文件） … Read more →

719

Entrenamiento en productos de datos: R Markdown

2021-05-07

Este libro es una compilación de reportes individuales trabajados durante el verano 2021 en el Taller de Elaboración de productos de datos dictado por Samuel Calderon. […] Durante el verano de 2021 tuve la oportunidad de reunirme dos veces por semana con un grupo de personas interesadas en aprender a elaborar productos de datos. La única condición impuesta para formar parte de este grupo fue tener mucha paciencia y disposición a cometer muchos errores en el camino. En resumen, pienso que las personas que lograron participar en las sesiones y elaborar su proyecto final, compilado en este … Read more →

720

Research Methods

2021-05-04

This module is of MBA programs. The module carries 4 ECTS credits. […] Here’s the syllabus of this … Read more →

721

Scientific Research Methods

2021-05-04

An introduction to quantitative research in science, engineering and health (including research design, hypothesis testing and confidence intervals in common situations) […] This book is an introduction to quantitative research in the scientific and health disciplines. The whole research process is introduced, from asking a research question to analysis and reporting of the data. The focus, however, is on the analysis of data. This book was originally prepared for use with the course SCI110 Science Research Methods1 at the University of the Sunshine Coast (USC). This name is grammatically … Read more →

722

Editable Distributed Hydrological Model

2021-04-29

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] This document is the use guide for EDHM and some other concept about the hydrological models (HM) building. In Chapter 1 explain the basic concept of hydrological cycle and the important concept and idea of EDHM. In chapter 2 show the workflow of using a hydrological model with EDHM and the way to explain a new model. Chapter 3 and 4 show the basic information, e.g. input data, parameters and output data of every module or model. EDHM is a R package for … Read more →

723

R Markdown 指南

2021-04-29

R Markdown 指南 … Read more →

724

Market Segmentation & Clustering

2021-04-28

This module is part of the Minor Data Driven Decision Making in Business (3DMiB, for short). The module carries 2.5 credits (ECTS) […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in … Read more →

725

Statističke metode za ekonomske analize

2021-04-28

Statističke metode za ekonomske analize […] ANOVA (engl. ANalysis Of VAariance) je metoda kojom se uspoređuju aritmetičke sredine više uzoraka, tj. grupa i donosi se zaključak o postojanju (ili ne) razlika između sredina više populacija (\mu_1), (\mu_2),…, (\mu_k) Na taj se način analizira utjecaj jedne ili više kategorijalnih (nezavisnih) varijabli na jednu numeričku kontinuiranu (zavisnu) varijablu Kategorijalne varijable još nazivamo faktorima pa govorimo o jednofaktorskoj, dvofaktorskoj ili pak višefaktorskoj analizi varijance Broj kategorija nezavisne varijable određuje broj … Read more →

726

Data Visualization with PowerBI

2021-04-27

This course is intended for educational puposes & preparing Data analysts for Exam DA-100: Analyzing Data with Microsoft Power BI : Creating reports […] This course is intended for educational purposes & preparing Data analysts for Exam DA-100: Analyzing Data with Microsoft Power BI : Creating reports All the needed resources to follow along can be found here https://github.com/Mkassem16/NycTaxiPBI. Creating basic PowerBI reports knowledge is prerequisite for this course. By the end of this course Data Analysts should be able to: + Customize Report pages. + Decide for appropriate … Read more →

727

(Mostly Clinical) Epidemiology with R

2021-04-26

This is an intermediate epidemiology book that focuses on clinical epidmeiology and its quantification using R. It stems from my belief that the learning of epidmeiologic principles is consolidated through hands on coding examples. […] James (Jay) Brophy is a full professor with a joint appointment in the Departments of Medicine and Epidemiology and Biostatistics at McGill University where he works as a clinical cardiologist at the McGill University Health Center and does research in cardiovascular epidemiology. His research interests are eclectic and include clinical and outcomes research, … Read more →

728

Applied Biostats

2021-04-26

Course notes for applied Biostats. […] Key links: Canvas, Detailed schedule in progress, Rough schedule. I begin this writing in early Sept 2020, and am thinking about you, my students for the fall 2021 term. Currently much is uncertain — we are beginning a term in the wake of George Floyd’s murder [among many others], which has resulted in protests, uprisings, rioting and armed confrontation between protesters, armed citizens and police. We are in the midst of an uncertain economy, and a vicious presidential election. Most of us feel isolated as COVID has pushed most of us home, some of us … Read more →

729

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition)

2021-04-21

Statistical Thinking: A Simulation Approach to Modeling Uncertainty (UM STAT 216 edition) […] This book is a slightly modified version of the work below: Zieffler, A., & Catalysts for Change. (2019). Statistical Thinking: A simulation approach to uncertainty (4.2th ed.). Minneapolis, MN: Catalyst Press. http://zief0002.github.io/statistical-thinking/ This work is licensed under a Creative Commons Attribution 4.0 International License. You are free to share, remix, and make commercial use of the work under the condition that you provide proper attribution. To reference this work, use: The … Read more →

730

Time Series and Forecasting: A Project-based Approach with R

2021-04-21

Class notes for University of Virginia SYS 5581, Spring 2021 […] This document is a compilation of class notes for SYS 5581 Time Series and Forecasting, University of Virginia, Spring, … Read more →

731

Simulation and Modelling to Understand Change

2021-04-19

These are lecture notes for the module Simulation and Modelling to Understand Change given in the School of Human Sciences and Technology at IE University, Madrid, Spain. The module is given in the 2nd semester of the 1st year of the bachelor in Data and Business Analytics. Knowledge of basic elements of R programming as well as probability and statistics is assumed. […] These are lecture notes for the module Simulation and Modelling to Understand Change given in the School of Human Sciences and Technology at IE University, Madrid, Spain. The module is given in the 2nd semester of the 1st … Read more →

732

Machine Learning Techniques

2021-04-19

Introductory text to a couple of commonly used Machine Learning techniques and how they are performed in R […] This book is intended to be a reference for frequently used Machine Learning techniques and how they can be performed in R. Writing this work started in summer 2020 and new chapters are and will be added over time. It is written with a view to students pursuing a Machine Learning course in a pre-graduate or graduate program. It is not intended to be an exhaustive textbook on all possible Machine Learning … Read more →

733

Basic R Commands

2021-04-19

Basic R Commands […] 19-04-2021 The text is under development and updates are … Read more →

734

JavaScript for R

2021-04-19

Invite JavaScript into your Data Science workflow. […] This is the online version of JavaScript for R, a book currently under development and intended for release as part of the R series by CRC Press. The R programming language has seen the integration of many languages; C, C++, Python, to name a few, can be seamlessly embedded into R so one can conveniently call code written in other languages from the R console. Little known to many, R works just as well with JavaScript—this book delves into the various ways both languages can work together. The ultimate aim of this work is to demonstrate … Read more →

735

॥ दिल की गिरह खोल दो ॥

2021-04-18

मेरी लिखी एक कविताओं, गज़लों, गीतों, काव्य और कथाओं का संग्रह है। … Read more →

736

How does R fit a linear model?

2021-04-16

What happens when you run lm(y ~ x1 + x2) […] This book is the product of my goal to answer the question ‘How does R fit a linear model using the lm function?’ A seemingly simple question based on one of the most humble formulas in all of statistics led me down a rabbit hole of math and programming I never expected. The goal of writing this is for my own etification, but also to provide a thorough walkthrough so that R-users at all levels of math and programming can have a better grasp on one of the most ubiquitous tools in a statisticians toolbelt. The book wil be structured largely … Read more →

737

STA 444/5 - Introductory Data Science using R

2021-04-13

STA 444/5 - Introductory Data Science using R […] This book is intended to provide students with a resource for learning R while using it during an introductory statistics course. The Introduction section covers common issues that students in a typical statistics course will encounter and provides a simple examples and does not attempt to be exhaustive. The Deeper Details section addresses issues that commonly arise in many data wrangling situations and is intended to give students a deep enough understanding of R that they will be able to use it as their primary computing resource … Read more →

738

Data Science with R: A Resource Compendium

2021-04-12

A modest and very incomplete listing of resources for tackling data science problems in R. […] Draft This book grew out of my evergrowing collection of reference materials that was saved as an expanding array of markdown files in a github repo. By assembling it as a book, I hope that it will be more accessible and useful to other R users. The author would like to acknowledge everyone who has contributed to the books, articles, blog posts, and R packages cited within. License This work by Martin Monkman is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Canada … Read more →

739

Work Portfolio

2021-04-12

This is Christine Griffith’s work potfolio for an Organizational Strategist position at Korn Ferry. The output format for this example is bookdown::gitbook. […] This portfolio represents my work and achievements throughout my college career in the Industrial/Organizational Psychology Graduate Program at Montclair State University. As a highly driven and dynamic Organizational Strategist Professional, I am eager to apply a strong passion for empowering organizations to grow, unlock their potential, and enhance performance to improve the bottom line of Korn Ferry. My portfolio includes the … Read more →

740

MGHIHP HE-802, Spring 2021

2021-04-12

This e-book accompanies the course HE-802 in the MS in HPEd program at MGHIHP (http://mghihp.edu/mshped). HE-802 is a statistics course that equips students to analyze healthcare and/or behavioral data in R. […] This online e-book is the main resource to guide you through the course HE-802 in the MS in HPEd program at MGHIHP in the Spring 2021 semester. Each chapter contains reading (or links to reading) that you should do as well as an assignment that you should complete and submit by the deadline in the course calendar. My name is Anshul Kumar and I am the author/preparer of this e-book. … Read more →

741

2021-04-11

742

Github actions with R

2021-04-09

An introduction to using github actions with R. […] GitHub actions allow us to trigger automated steps after we launch GitHub interactions such as when we push, pull, submit a pull request, or write an issue. For example, there are actions that will automatically trigger: GitHub actions follow the steps designated in a yaml file, which we place in the .github/workflows folder of the repo. We can add these yaml files to our repo either by clicking on a series of steps on GitHub.com, or using wrapper functions provided by the usethis package, depending on which actions you wish to include. We … Read more →

743

Using R for Educational Research

2021-04-08

This is an example of using the bookdown package to write a book […] Our goal for this document is to illustrate the importance of good data analysis practices and how R and companion packages support these practices. We think the R system has many benefits for educational research. R has become the flagship computing environment for many areas of science and has great appeal because it is free and open-access. In addition, free tools like RStudio and R Markdown promote a replication commitment and open science philosophy important to our work. One particular strength of R is that it … Read more →

744

Building Pension Models and Actuarial Tools Using R and R Shiny

2021-04-08

Building Pension Models and Actuarial Tools Using R and R Shiny […] This interactive report has been created to demonstrate the functionality of R Markdown and Bookdown, as an additional tool that actuaries and others can avail of. Each page of the application (with the exception of the combined SORP Calculator and Drawdown Simulation) has been rebuilt using miniUI [1], an R library used to create Shiny Widgets. However, these “mini-apps” do not fully replicate the main application. Similarly, this interactive report does not intend to replace the original - it merely serves to compliment … Read more →

745

Applied longitudinal data analysis in brms and the tidyverse

2021-04-06

This project is a reworking of Singer and Willett’s classic (2003) text within a contemporary Bayesian framework with emphasis of the brms and tidyverse packages within the R computational framework. […] This project is based on Singer and Willett’s classic (2003) text, Applied longitudinal data analysis: Modeling change and event occurrence. You can download the data used in the text at http://www.bristol.ac.uk/cmm/learning/support/singer-willett.html and find a wealth of ideas on how to fit the models in the text at https://stats.idre.ucla.edu/other/examples/alda/. My contributions show … Read more →

746

Data Science and Econometrics for NBA Analytics

2021-04-05

Data Science and Econometrics for NBA Analytics […] The 1960s was a period of time where oil became the most valuable and productivity augmenting resource for companies to extract, prompting companies to engage in a race to extract as much oil as possible without any regard for the environmental and social consequences. However, recent times has seen data replace oil as the most valuable resource, even for sports organizations. Analytics have a major place in today’s sports world. At some level, every sports organization relies on data and analytics for team development, salary structure, … Read more →

747

Curso R base

2021-04-03

Vamos a ver que aprendemos! […] R es un lenguaje de programación y un entorno para el análisis estadístico y gráfico. Es multiplataforma: está disponible para Windows, Macintosh y GNU/Linux. R fue inicialmente creado por R. Ihaka y R.Gentleman de la Universidad de Auckland en 1993, pero actualmente, el entorno R es el resultado de la colaboración de toda una comunidad de usuarios. A partir de 1997 el desarrollo del código fuente (o base-R) de R es llevado por un grupo de programadores conocido como “The R-core team”. La página web oficial de R se llama: The R Project for Statistical … Read more →

748

Economic Impact Report

2021-04-02

2020 Economic Impact Report for Commercial Fishing Activity of Santa Barbara Harbor. […] INCOMPLETE SECTION For more information, visit: https://www.cfsb.info/. … Read more →

749

Policy Learning I - Binary treatment

2021-04-01

A short tutorial for machine-learning based causal inference. […] This tutorial will walk you through common statistical tools used in the lab. If you’re self-studying, here’s a minimal recommended study plan for newcomers: If you are working on a particular project, you can jump into a relevant section. Any pre-requisites are listed at the beginning of each … Read more →

750

Chronicles of Grandma’s Closet

2021-04-01

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] To render the book used the following code, you must do this before knitting the GitBook (webpage) The _output.yml contains the header arguments. I would but them here so its cleaner and easier to read the code. These resources are not relevant for students but they are to … Read more →

751

TRABAJO DE CALIDAD DE AGUA RIMAC

2021-03-30

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] UNIVERSIDAD NACIONAL AGRARIA LA MOLINA PROFESOR: JESUS SALINAS INTEGRANTES LUIS EDGAR GUTIERREZ SALDANA CHRISTIAN CRUZATE JENNY … Read more →

752

Eagle I.O Website Playground

2021-03-30

This is a sandbox template to play with Eagle I.O website development ideas, forked from Matt Crump’s Research Lab. We are a student-led consulting group within the Industrial/Organizational Psychology program at Montclair State University, founded in 2019. We look at ourselves as hard-working, driven students who wish to strengthen MSU’s I/O Psych program, as well as learn outside of the classroom to build upon our skills and knowledge. We pride ourselves on strong involvement in local and national I/O groups, namely METRO and SIOP. For more information about the roles and responsibilities … Read more →

753

Introduction to Statistics with R

2021-03-29

Introduction to Statistics with R […] Let’s start with a simple question: In the US, are adult men taller, on average, than women? We know the answer to this question already (yes), but attempting to answer it with data will allow us to illustrate many important concepts of statistics. The first step is to collect some … Read more →

754

University of Utah

2021-03-26

University of Utah […] This manual contains a general descriptions of all neuroimaging pipelines currently being used to analyze MRI scans. If additional information or further clarification is needed, email me at naomi.hunsaker@utah.edu. … Read more →

755

Financial Engineering and TensorFlow

2021-03-26

Financial Engineering and TensorFlow […] 금융공학, 인공지능. 두가지 모두 매력적인 말입니다. 이 두가지를 모두 배울 수 있을까요? 그것이 바로 이 강의가 추구하는 바입니다. 금융공학과 인공지능의 기초뿐만이 아니라, 수준 있는 내용까지 모두 배우고 이를 세상에 활용해 볼 수 있을 정도까지의 준비를 하는 것입니다. 이 강의는 아직도 개발 중입니다. 계속해서 새로운 내용을 추가하도록 … Read more →

756

Calculus and Applications - Part II

2021-03-24

Lecture notes for Calculus and Applications produced in bookdown […] These are lecture notes for the second part of Calculus and Applications first year module at the Department of Mathematics, Imperial College London. The notes are split into three parts on Fourier Transform, Ordinary Differential Equations and Introduction to Multivariate Calculus. Please refer to course Blackboard for additional materials recommended text books for further reading. These lecture notes are adobted from existing courses in our department. Part I of the course is based on the old M2AA2 course (Andrew … Read more →

757

Exercise

2021-03-24

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Exercise 3-1 Exercise 3-2 … Read more →

758

STAB Tutorials

2021-03-22

Tutorials for the UW STAB working group […] This site is currently in development. It will eventually contain tutorials related to the STAB working group at the University of Washington. This site was built using … Read more →

759

Responsabilidade Social no Exercício da Engenharia

2021-03-21

Síntese e análise dos assuntos abordados no contexto da Disciplina Responsabilidade Social no Exercício da Engenharia. A idéia desse portfólio é levantar dados que se referem direta ou indiretamente aos conteúdos mencionados durante a disciplina e mais importante, espacializá-los na área de Minas Gerais. A maior parte dos dados foram retirados do portal IDE SISEMA¹ de Minas Gerais ¹SISEMA. Infraestrutura de Dados Espaciais do Sistema Estadual de Meio Ambiente e Recursos Hídricos. Belo Horizonte: IDE-Sisema, 2019. Disponível em: idesisema.meioambiente.mg.gov.br. Acesso em: … Read more →

760

GESC-258 Schedule

2021-03-19

Schedule, readings, and labs for GESC 258, Winter 2021. […] This is will provide week-to-week scheduling of course activities in … Read more →

761

Contributing to GNU R

2021-03-18

How to contribute to GNU R. […] Contributing to a large open source project like GNU R can be intimidating. This document aims to reduce the technical barriers to contributing and will help you get started on building R, modifying it, and checking that you haven’t broken anything. At the moment, Contributing is written from the perspective of macOS users, but should be helpful to users of all platforms. R Internals, the language specification. R Installation and Administration, the official guide on how to install R. R’s internal C API, an unofficial documentation for the internal … Read more →

762

Efficient R programming

2021-03-18

Efficient R Programming is about increasing the amount of work you can do with R in a given amount of time. It’s about both computational and programmer efficiency. […] This is the online version of the O’Reilly book: Efficient R programming. Pull requests and general comments are welcome. Get a hard copy from: Amazon (UK), Amazon (USA), O’Reilly Colin Gillespie is Senior Lecturer (Associate Professor) at Newcastle University, UK. He is an Executive Editor of the R Journal, with research interests including high performance statistical computing and Bayesian statistics. Colin founded the … Read more →

763

2021-03-15

These notes summarize our topic for each week. […] These notes summarize, discuss, and add commentary to the articles and cases that we are discussing during our brief time together this semester. Hopefully, you find them useful What are the current discussions and controversies going on in asset management? What issues will you face if you work at a wealth management firm? How about if you are assisting hedge funds with their Bloomberg or Factset software? Or working with clients at an investment management firm, like Blackrock or Vanguard? Does it matter that Wall Street Bets (WSB) has … Read more →

764

R for Data Science

2021-03-14

R for Data Science […] If you see any mistakes or have any suggestions, please do shoot me an email at wenshaoshuang@gmail.com. … Read more →

765

MAT 4880 Mathematical Modeling II

2021-03-13

This is a book experiment for MAT 4880 Mathematical Modeling II. […] Example 1.1 We are given population data concerning the growth of a species of yeast in a closed vessel. Use the data given below and the solution (u(t)) to the logistic differential equation to find estimates of the parameters (u_0), (r) and (K). [u(t) = \frac{K}{1+e^{-rt} \left (\frac{K}{u_0}-1 \right )}] where (K) is the carrying capacity of the population, (r) is the growth rate and (u_0) is the initial population size at time (t=0). For more details, please review the lectures where we covered all … Read more →

766

The Shape of Polarization: A Topological Data Analysis of Congressional Voting Patterns

2021-03-13

The Shape of Polarization: A Topological Data Analysis of Congressional Voting Patterns […] Polarization is a pervasive feature of modern American politics. But has this always been the case? Understanding trends in polarization has been a topic of intense interest in the social sciences, with researchers taking a variety of approaches. The classic strategy has been to use congressional roll call votes and measure the difference in voting patterns between parties (Theriault, 2008; Ladewig, 2010; Shor, 2018; Moskowitz, 2019). More recent work has used text analysis of congressional speech … Read more →

767

STAT 243: Stochastic Process

2021-03-12

This is my E-version notes of the Stochastic Process class in UCSC by Prof. Rajarshi Guhaniyogi, Winter 2021. […] This is an E-version notes of the Stochastic Process class in UCSC by Prof. Rajarshi Guhaniyogi, Winter 2021, typed by Jizhou … Read more →

768

Disentangling the contribution of climate,deforestation,and control efforts on malaria epidemiology in the peruvian amazon rainforest

2021-03-08

Disentangling the contribution of climate,deforestation,and control efforts on malaria epidemiology in the peruvian amazon rainforest … Read more →

769

Do A Data Science Project in 10 Days

2021-03-07

This is a data science project practice book. It was initially written for my Big Data course to help students to run a quick data analytical project and to understand 1. the data analytical process, the typical tasks and the methods, techniques and the algorithms need to accomplish these tasks. During convid19, the unicersity has adopted on-line teaching. So the students can not access to the university labs and HPC facilities. Gaining an experience of doing a data science project becomes individual students self-learning in isolation. This book aimed to help them to read through it and follow instructions to complete the sample propject by themslef. However, it is required by many other students who want to know about data analytics, machine learning and particularly practical issues, to gain experience and confidence of doing data analysis. So it is aimed for beginners and have no much knowledge of data Science. the format for this book is bookdown::gitbook. Read more →

770

Conceitos e análises estatísticas com R e JASP

2021-03-07

This book was written for undergraduate level students on Quantitative Methods at the Pontifical Catholic University of Rio de Janeiro (PUC-Rio). The primary goal of this book is to provide a short and to-the-point exposition on the essentials of statistics. To a lesser degree, the mathematical modeling of statistical questions will be addressed. I expect this book can also help students who enroll for laboratory-based statistics and anyone who wants to learn R. Read more →

771

Measuring what Matters: Introduction to Rasch Analysis in R

2021-03-05

This book is a guide for getting started using the Rasch model […] This is meant to be a general introduction for using the Rasch model via R for constructing measures. The book is meant to get you started but is by no means where you should stop. Please see, Wilson (2005) and Bond & Fox (2015) for more. The Rasch model is based on a theory of measurement. Whereas one may typically fine-tune a model to fit the data, in the Rasch paradigm, one compares the data to the Rasch model. Under this view, when the data does not fit the Rasch model, it is believed that the data may not be suitable … Read more →

772

Data protection in journalism: a practical handbook

2021-03-02

Data protection in journalism: a practical handbook […] By Iñigo de Miguel Beriain, Lorena Pérez Campillo Edited by Federico Caruso version 0.5 Welcome to the Data protection handbook for journalists, a practical guide to help journalists deal with the processing of personal data within the European context. This book is brought to you by Panelfit, a project funded by the European Union’s Horizon 2020 Research and Innovation Programme, grant agreement N. 788039. … Read more →

773

Using R for Social Work Research

2021-02-26

This is an example of using the bookdown package to write a book […] Our goal for this document is to illustrate the importance of good data analysis practices and how R and companion packages support these practices. We think the R system has many benefits for social work research. R has become the flagship computing environment for many areas of science and has great appeal because it is free and open-access. In addition, free tools like RStudio and R Markdown promote a replication commitment and open science philosophy important to our work. One particular strength of R is that it … Read more →

774

Exploring the Arctic through Data

2021-02-24

Exploring the Arctic through Data […] This is a compilation of datasets from the Arctic Data Center. Each contain data files ready for download and reuse. In this Bookdown, you’ll find additional background information about the dataset gathered from lab pages, associated journal articles, and related blog posts. They are meant to provide context and direction, but feel free to use the data as it suits your educational needs. Please share how you or your students ended up using these datasets. We hope to see these be materials collaborative and evolving. Email info@arcticdata.io to add to … Read more →

775

Probabilistic Effects of a Play-In Tournament

2021-02-22

This is an analysis designed to view team playoff probability differences when a play-in tournament is put into place. […] In 2020, we saw the first ever NBA season that held a play-in tournament for the final 8th seed in both conferences. While the tournament was fun to watch, it made me think about the objective of this project: How does a play-in tournament effect the preseason playoff odds of teams? The code for this project can be found in my Github Repository at https://github.com/jsiwinski/Play-In-Tourney. In this bookdown, I will analyze the probabilistic effects of a play-in … Read more →

776

Statistical Learning Inmas workshop

2021-02-21

A three-day workshop introducing data science skills, including statistical modeling […] Hone your statistical, data, and computing literacy. Instead of covering all statistical modeling & inference techniques in 2 days (impossible!), focus on a couple of foundational & generalizable tools: linear regression & simple classification. In doing so, we’ll bypass topics in traditional stat intros. Favor applications using real data over theory so that you walk away with a sophisticated set of tools with real applications. Play around with the RStudio software. In doing so, focus on the patterns … Read more →

777

Applied Genetics, Genomics, and Data Science for the Swine Industry: A Ph.D. Student’s Perspective

2021-02-20

Experiments using advanced analytical methods for description, prediction, and prescription of data and outcomes within the United States commercial swine industry. […] This book is meant to document, in an extremely detailed fashion, every research project, experiment, and analysis conducted during my PhD program. The main goal of this book is to provide a seamless interface in which to combine technical and physical programming methods with the results of each analyses and subsequent discussion of these results. The book will be divided into parts, and each part encompasses all analyses … Read more →

778

Reproducible Miracle

2021-02-18

This book demonstrates 19 based coding system available in the Full Text of Quran text, which shows Quran is intact and unchanged. […] This book presents 19 based system with reproducible coding evidences that I discovered, tested and witnessed in a book fully written 1387 years ago (632) than the publication date (2019) of this book. Most of the codings could only be practically realized by the invention of computers. You will not only witness some of the miraculous examples of the 19 based codings but also have the ability to easily test them yourself by running the codes I will provide … Read more →

779

An introduction to R Markdown

2021-02-17

An introduction to R Markdown […] 17-02-2021 The text is under development and updates are … Read more →

780

MMES Quantitative Research Methods Oxford 2021

2021-02-17

This is a working version of MMES Quant. Methods materials book. The output format for this example is bookdown::gitbook. […] You will find contained in this online document all the materials you need for this course. The book sets out for each week the readings that we will be discussing for each of the four weekly seminars. It also contains a set of take-home exercises. You can read more about the structure of the course in the next Introduction section. Note: this is a “live” document, meaning that I will continue to tweak some things. But fear not, the main course materials and assigned … Read more →

781

GSL causeway and salinity

2021-02-16

GSL causeway and salinity […] This documents contains a series of figures and analyses of Great Salt Lake (GSL) salinity, focused on the effects of causeway culvert closure and subsequent bridge and breach opening. These were developed to provide background information, context, and discussion points for the first GSL Salinity Advisory Committee Meeting. All data presented in this document are publicly available via USGS, UGS, or DWQ websites. Notes: … Read more →

782

Introduction to R (Part 2)

2021-02-16

A document for Intro to R workshop (part 2) video […] In the next two chapters, we will learn how to manipulate and visualize data. We will use tidyverse packages (mainly dplyr, ggplot2, and tidyr) for easier and faster data manipulation/visualization. First, install and load the tidyverse by running: * Visit https://www.tidyverse.org/ to learn more about the … Read more →

783

Data Science for Human-Centered Product Design

2021-02-15

Data Science for Human-Centered Product Design […] This is a data science tutorial with seven open-source projects that show how statistics and machine learning can be applied to user survey data. The purpose is not to prescribe techniques, but to demonstrate the use of data science in the context of product design. I’ve compiled what I know on the topic, and hope readers adopt some of these techniques and use them in concert with qualitative research and entrepreneurial thinking to build better products. Let’s quickly preview the seven different use-cases. First, we must develop an … Read more →

784

Los shocks observados en el PIB de México respecto a la tasa de interés y la prima de riesgo (2009-2019)

2021-02-12

Este trabajo consiste en modelar series de tiempo y los shocks en el tiempo. […] En el ámbito macroeconómico siempre ha existido la incertidumbre sobre los efectos de la tasa de interés en el crecimiento económico, además de los efectos de expectativas que existen dada la prima riesgo asignada para el país. Si nos remontamos a la lógica de que las expectativas juegan un rol importante en el ámbito macroeconómico, así como en la producción total de un país (su PIB), entonces podemos suponer que los efectos en la tasa de interés y la prima de riesgo son fundamentales respecto a esta variable, … Read more →

785

Épidémiologie 2 - Labo informatique R (PTM-6675)

2021-02-11

Les notes de cours pour la partie TP du cours d’épi-2 […] Dans ce document, vous trouverez les différentes manières d’utiliser R pour vos analyses statistiques de base. Notez que les notions théoriques relatives aux tests statistiques utilisés n’y sont pas présentées. Pour cela, vous pouvez vous référrer au livre Veterinary Epidemiologic Research (Dohoo et al., 2009) ou au cours PTM-6675. Dans ce document, nous supposons que vous savez déjà: - Importer ou créer des bases de données dans R - Modifier des variables ou sélectionner une partie d’un jeu de données - Produire des tables de … Read more →

786

Notes for Basic Statistics I

2021-02-11

Notes for Basic Statistics I […] These are my notes for the Basic Stats I course at NYU (taught by Prof. Hassad). They will guide our lab sessions. The notes provide: Questions Note: Short-cut to the attendance file, … Read more →

787

Computação em R: Análise experimental

2021-02-09

Computação em R: Análise experimental […] Delineamento experimental se trata do desenho do experimento. Ou seja, ele define a organização das unidades experimentais em função da pergunta científica que se deseja responder. Com base no delineamento escolhido, regras precisam ser seguidas, especialmente relacionados à maneira que os tratamentos são distribuídos nas unidades experimentais. Este livro apresenta o processamento dos principais delineamentos experimentais por meio da linguagem de programação R. Inicialmente, o livro apresenta o cálculo de uma análise de variância e descreve quais … Read more →

788

COVID Data Analysis

2021-02-07

Analysis of COVID Data from data.ct.gov. […] I am not an epidemiologist, nor am I a professional scientist or proper research professional. I studied Engineering in college quite a few years ago, and work in the cosmetics industry now. I am also a curious citizen and father who wanted to get sense for the prevalence of COVID where I live, in Redding, CT and the surrounding … Read more →

789

STAT 205B: Classical Inference

2021-02-07

This is my E-version notes of the classical inference class in UCSC by Prof. Bruno Sanso, Winter 2020. This notes will mainly contain lecture notes, relevant extra materials (proofs, examples, etc.), as well as solution to selected problems, in my style. The notes will be ordered by time. The goal is to summarize all relevant materials and make them easily accessible in future. The textbook that we used is Casella (&) Berger’s famous book: Classical Inference, Second Edition. Most of the materials in this notes is from the textbook, although extending matrials will be added with reference. … Read more →

790

R for Everyone (Advanced Analytics and Graphics) and LaTeX

2021-02-04

R for Everyone (Advanced Analytics and Graphics) and LaTeX […] This is an introduction to R and Latex. In compiling this documents, several sources have been consulted, including Jared P. Lander’s R for Everyone, Hadley Wickham and Garrett Grolemund’s R for Data Science, Dr. Yuleng Zeng’s website, Dr. Timothy M. Peterson’s website, Havard’s Math Prefresher, the course offered by DataCamp. Chapter 3 and Chapter 4 are mostly borrowed from Dr. Yuleng Zeng’s website resources. Install the following applications: Finally, this document is to be used in-class only. As I (will) mention several … Read more →

791

MSU PhD Roles and Policy Manual

2021-02-02

This is the policy manual for the Montclair State University PhD program in Industrial and Organizational Psychology. The output format for this manual is bookdown::gitbook. […] This is the policy manual for the Montclair State University PhD program in Industrial and Organizational Psychology, last updated … Read more →

792

Lab Manual for the Respiratory and Immunology Project and Laboratory Research Team (RIPLRT)

2021-02-02

This book constitute the lab manual for the Respiratory and Immunology Project and Laboratory Research Team (RIPLRT). The output format for this example is bookdown::gitbook. […] Welcome to the Respiratory and Immunology Project and Laboratory (RIPLRT) within College of Biomedical Sciences of Larkin University. If you are reading our lab manual because you recently joined the RIPLRT, welcome! If you are a current member of the RIPLRT, frequently refer to our lab manual to refresh our guidelines, policies, platforms, among others. We also look forward to immerse you in different learning … Read more →

793

Medicina de Estilo de Vida

2021-02-02

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Dr. Héctor Daniel Murillo Coronado DipIBLM 1,2,3,4 Médico cirujano certificado en Medicina de Estilo de Vida por el International Board of Lifestyle Medicine Association Escuela de Medicina, Universidad de Montemorelos Clínica del Estilo de Vida, Hospital La Carlota Colegio Mexicano de Medicina de Estilo de Vida Asociación Latinoamericana de Medicina de Estilo de … Read more →

794

R Gallery Book

2021-01-30

This is the complete guide to the R Gallery. […] Welcome the R Gallery Book, a complete guide to the R Graph Gallery website. This information is taken directly from R graph gallery with careful detail in reproducing plots and completing ideas. This material created by Kyle W. Brown as way to have one single reading collection of updated R gallery plots and graphs. While this book was created to encapsulate the entire R Graph Gallery website into one readable source, another purpose is serving as introductory level into data visualization using R programming … Read more →

795

Engenharia de Recursos Hídricos

2021-01-29

Síntese das aplicações produzidas no contexto da Disciplina Engenharia de Recursos Hídricos […] Essa publicação é uma síntese dos scripts produzidos no contexto da Disciplina Engenharia de Recursos Hídricos da Universidade Federal de Minas Gerais (UFMG) Doscente: Talita SilvaDisciplina: Engenharia de Recursos Hídricos Discente: Vinicius B. S. MoreiraMatrícula: 2016022609E-mail: … Read more →

796

Survey Guide: The Challenge from Terrorism in the Nordic Countries

2021-01-29

This is the guide to the survey on the challenge from terrorism in the Nordic countries, conducted in Iceland, Norway, and Sweden in 2018-2019. […] This document is a guide to the survey of the research project The challenge from terrorism in the Nordic countries. The project is a Nordic collaboration, and funded by the Nordic Research Council (NORDFORSK). The survey was conducted with online, probability-based samples of Icelandic, Norwegian, and Swedish citizens. The involved researchers are: Chapter 2 displays the question wordings in the respective languages. Chapter 3 shows the script … Read more →

797

Beyond Multiple Linear Regression

2021-01-26

An applied textbook on generalized linear models and multilevel models for advanced undergraduates, featuring many real, unique data sets. It is intended to be accessible to undergraduate students who have successfully completed a regression course. Even though there is no mathematical prerequisite, we still introduce fairly sophisticated topics such as likelihood theory, zero-inflated Poisson, and parametric bootstrapping in an intuitive and applied manner. We believe strongly in case studies featuring real data and real research questions; thus, most of the data in the textbook arises from collaborative research conducted by the authors and their students, or from student projects. Our goal is that, after working through this material, students will develop an expanded toolkit and a greater appreciation for the wider world of data and statistical modeling. Read more →

798

Introduction to Research Methods

2021-01-19

This is a textbook written for an Introduction to Research Methods class in the social sciences […] “The true path to wisdom can be identified … it has to have practical application in your life. Otherwise, wisdom becomes a useless thing and deteriorates, like a sword that is never used.” - Paulo Coelho, “The Pilgrimage” This book is intended as a practical introduction to research methods in the social sciences. If you pursue research academically or professionally, it will probably not be the last book you need to read on the subject. This is intended as something of a gentle introduction … Read more →

799

Pursuing Truth: A Guide to Critical Thinking

2021-01-19

This is a textbook for use in undergraduate critical thinking courses. […] This is a textbook written primarily for my students in PHIL 1502: Critical Thinking, at Oklahoma Baptist University in Shawnee, Oklahoma. There are many good textbooks for critical thinking on the market today, so why write another one? First, all of those books were written for someone else’s course. None cover all of the topics that I would like to cover in class. Second, as I’m sure any student can attest to, textbooks are remarkably expensive, to the point that most of the world’s population cannot afford access … Read more →

800

Sentiment Analysis of 49 years of Warren Buffett’s Letters to Shareholders of Berkshire Hathaway

2021-01-19

Sentiment Analysis of 49 years of Warren Buffett’s Letters to Shareholders of Berkshire Hathaway […] The goal of this project is to perform a sentiment analysis in R of 49 years of letters to Berkshire Hathaway shareholders written by Warren Buffett between 1971 and 2019. What these data show is that IF, and that is a big if, the sentiment lexica are measuring the sentiment of Buffett’s letters accurately, that while Buffett says his focus is primarily on book value, the sentiment of his letters is actually more closely correlated with Berkshire’s stock price and the S&P 500 as shown in … Read more →

801

MODELS TO INFORM THE SAFE COLLECTION AND TRANSFUSION OF DONATED BLOOD

2021-01-18

Doctoral dissertation. […] Copywrite 2021 by W. Alton Russell. All Rights Reserved. Re-distributed by Stanford University under license with the author. Donated blood is a critical component of health systems around the world, but its collection and transfusion involve risk for both donors and recipients. Transfusion-transmitted diseases and non-infectious transfusion-related adverse events pose a risk to transfusion recipients, and repeat blood donation can cause or exacerbate iron deficiency among donors. This dissertation describes four decision-analytic modeling projects that elucidate … Read more →

802

2021-01-18

This module is part of the Minor Data Driven Decision Making in Business (3DMiB, for short). The module carries 2.5 credits (ECTS) […] This module makes use of R. To replicate, understand and adapt the code used in this module, download R and RStudio. In this module, you will use several R packages. You have to install these packages on your computer, using install.packages(“packagename”). You only have to install packages once on your computer. Only after installing new versions of R, you have to install packages again. For invoking the functions and accessing the data sets embedded in … Read more →

803

Mathematical methods for Economic analysis

2021-01-16

This very little bookdown aims at presenting some basic ideas about the possible use of mathematical techniques to help with the economic analysis in a rigorous manner. […] The objective of these notes is to present succinctly some mathematical tools allowing to rigorously perform economic analyses. The first chapter presents a way to prove the theory of comparative advantages with far less hypotheses than usually needed. The second chapter provides a solution for the centipede paradox in the case of infinite games, and this solution is used to illustrate phenomena related to money. The … Read more →

804

2019 and 2020 Hybrid Maize x Teosinte Field Data

2021-01-15

This is a bookdown containing results of our analysis of the phenotype data collected on the maize x teosinte hybrids during the 2019 and 2020 field season. […] As part of our effort to characterize the ‘hybrid decay’ phenotype described in Xue et al. 2019, we have collected phenotypic data for several sick hybrid lineages. All lineages descend from a Bravo Teosinte x W22 Maize hybrid backcrossed 7 times to W22 we received from John Doebley. We denote this hybrid as sW22 (may also be refered to as a Bravo BC7), and it is the earliest “sickly” phenotype we have. We start by first detailing … Read more →

805

2021-01-15

806

三國志で学ぶデータ分析 (Japan.R 2019)

2021-01-14

“三国志を題材にしたRを使ったデータ分析のチュートリアル” […] この記事は 2019/12/7 に開催された Japan.R の発表原稿をもとに作成した資料である. この記事の目的は2つ. ここでいう「データ分析」とは, なるべく複雑高度なテクニックを乱用せず必要最小限の方法で何かを言おうというものである. 今回の「データ分析」はスクレイピングによるデータ取得, データの加工整形, 要約統計量の計算, グラフによる視覚化, というよくあるデータ分析のアプローチであり, 使っているパッケージもrvest(スクレイピング), tidyrと dplyr(データの加工整形),ggplot2(グラフ作成)など様々な場面で使われるRの代表的なパッケージばかりで, … Read more →

807

An Introduction to Acceptance Sampling and SPC with R

2021-01-12

The output format for this book is bookdown::gitbook. […] This book is an introduction to statistical methods used in monitoring, controlling, and improving quality. Topics covered are: acceptance sampling; Shewhart control charts for Phase I studies; graphical and statistical tools for discovering and eliminating the cause of out-of-control-conditions; Cusum and EWMA control charts for Phase II process monitoring; design and analysis of experiments for process troubleshooting and discovering ways to improve process output; and multivariate control charts for Phase I and Phase II studies … Read more →

808

R for Data Engineers

2021-01-11

R for Data Engineers […] Years ago, Patrick Burns wrote The R Inferno, a guide to R for those who think they are in hell. Upon first encountering the language after two decades of using Python, I thought Burns was an optimist—after all, hell has rules. I have since realized that R does too, and that they are no more confusing or contradictory than those of other programming languages. They only appear so because R draws on a tradition unfamiliar to those of us raised with derivatives of C. Counting from one, copying data rather than modifying it, lazy evaluation: to quote the other bard, these are not … Read more →

809

Analyzing and visualizing fiber photometry data with fluoR

2021-01-09

A living bookdown document focused on exploration, visualization, and analysis of neurobiological time series data - especially in the context of testing behavioral hypothesis. […] Analyzing and visualizing fiber photometry data with fluoR is a continuously updated book of tutorials and background information for analyzing and visualizing time series data from behavioral experiments. The fluoR R package is the successor to the GCalcium package, which I initially wrote to help ensure that my fiber photometry data analyses were accurate, consistent, and transparent. Both R packages and this … Read more →

810

Dispersing or clustering: Spatial Pattern Analysis for Public Use and Taxi’s Rapid Charging Facilities in London, UK

2021-01-08

This is a tutorial book with R Markdown for CASA0005 final coursework containing code and instruction of the whole analyzing process. Course name: CASA0005 Geographic Information Systems and Science Program: MSc Spatial Data Science and Visualisation Department: Centre for Advanced Spatial Analysis GitHub repository: https://github.com/LingruFeng/GIS_assessment Rpubs link: https://rpubs.com/Lingru/GIS_assessment … Read more →

811

2021-01-08

This Book is a companion and appendum to the YouTube videos I make. […] Welcome! If you are here it is likeliy because you have drifted over from one of my videos, looking for practical experience implementing statistical tools in R. These demonstrations will take you through some more nitty-gritty math and coding to show you how how to turn visual intuition for stats into practical programming, and then into practical application in research. Each chapter corresponds to a single video. I will periodically update this introduction page to include relevant download instructions or link off … Read more →

812

Working with Data in R

2021-01-07

This is a textbook written to introduce some basic steps of working with and preparing data for use in quantitative analysis. […] This book will provide readers a few basic steps to begin working with data in R. It is not meant as a comprehensive introduction to using R for all of the different functions that are possible. Rather, it is tailored to help an individual that has quantitative data they would like to work with, but has not worked in R previously. The presentation of material is meant to be accessible to students with little to no background in R or computer programming. In many … Read more →

813

2021-01-06

Un análisis estadístico del sistema de salud en base a las ideas de las personas. […] Vivimos en un país en el que el sistema de salud siempre se ha encontrado en boca de todos, ya que independientemente de la clase social en la que uno se encuentre, nosotros o algún familiar nuestro en algún punto de nuestras vidas se ha visto en la necesidad de ir a estos centros de atención médica, ya sea el IMSS1 como el ISSTE2. Ciertamente todas las personas que han estado involucradas en estos lugares tienen experiencias diferentes respecto a ello, pero los tratos generales que hay aquí, así como las … Read more →

814

Ecologia numérica 2020/2021: Trabalho 4

2020-12-30

Um livro feito pelos alunos, para os alunos. This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Este livro é o resultado dos esforços dos alunos de Ecologia Numérica na FCUL em 2020/2021. O ano de 2020/2021 ficou marcado pela pandemia de COVID19, que impôs grandes restrições à forma como as aulas foram dadas, bem como à forma de fazer a avaliação. Este livro é também uma demonstração de como se pode transformar um desafio numa oportunidade. Depois de assumir que exames em sala de aula poderiam ser caóticos, … Read more →

815

Statistica Applicata per la Finanza - 2020/21

2020-12-24

Appunti per il corso di Statistica applicata per la finanza @ Unibg […] State leggendo gli appunti dei laboratori di R del corso di Statistica Applicata per la Finanza (SAPF) tenuto all’Università di Bergamo (anno accademico 2020/21). R è un linguaggio di programmazione sviluppato specificatamente per l’analisi statistica e la rappresentazione grafica dei dati. I laboratori di R sono strutturati per studenti che non hanno uno specifico background in tema di programmazione. Sarà un percorso step-by-step al termine del quale ogni studente/essa avrà la conoscenza base di R per l’analisi delle … Read more →

816

Mastering Software Development in R

2020-12-20

The book covers R software development for building data science tools. As the field of data science evolves, it has become clear that software development skills are essential for producing useful data science results and products. You will obtain rigorous training in the R language, including the skills for handling complex data, building R packages and developing custom data visualizations. You will learn modern software development practices to build tools that are highly reusable, modular, and suitable for use in a team-based environment or a community of developers. Read more →

817

EDAV Final Project - Chess Analysis

2020-12-18

EDAV Final Project - Chess Analysis […] Inspired by recent Netflix series “The Queen’s Gambit”, which the starring actress Anya Taylor-Jay portrays Beth Harmon, a gifted girl orphan struggling with a drug addiction who grew in the 1960s male-dominated world of chess and became a grandmaster and an U.S. Champion, we were interested in what strategies chess players used in their games. History of chess can be traced back to 1500 years, while the predecessor of the game probably originated in India and spread to Persia. When the Arabs conquered Persia, chess was taken up by the Muslim world … Read more →

818

Introduction

2020-12-18

Introduction […] … Read more →

819

Exploring Digital Water Publics

2020-12-18

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] The past year has seen increasing public debate about the environmental quality of water bodies in England. This debate has partly played out on the social media platform Twitter as environmental non-profits, local associations, celebrities, statutory bodies and other platform users form digital publics around a variety of issues related to the water environment. With a geographical focus on London and England, this project explores digital water publics by … Read more →

820

2020-12-18

821

A Statistical Analysis of Inherited Blindness: Physiological and Genetic Assays

2020-12-17

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] Rod photoreceptor death is a form of retinal degeneration that rewires the retina, which eventually leads to blindness. We use genetic and physiological methods to study how the retina encodes the visual world differently. Using spike train consistency and information theoretic metrics, we find that cone mediated visual performance is maintained during retinal degeneration. Next, we find genetic targets that may recover the neural networks in RP patients. … Read more →

822

Project in Data Analytics for Decision Making

2020-12-16

This project was completed as part of our course Project in Data Analytics for Decision making. […] This work was completed as part of our course “Project in Data Analytics for Decision Making.” We produced a detailed analysis of the german database. The ultimate goal was to predict whether the customer represents a risk for the bank or not by following the CRISP-DM method. Business Understanding: A company that lends money takes risks. This assessment has always been made by humans. However, it is important to provide reliable tools for decision-making. Indeed, the consequences of a large … Read more →

823

Analysis

2020-12-15

Analysis […] Does money buy everything? This is a question that we can ask ourselves and especially when we talk about the movie industry where money, success and appearance are often highlighted. Through this project, we want to see if there is a relationship between the budget allocated to a specific movie and the profits generated by it. We will also compare this relationship through several aspects such as movie genres, main characters & production studios. After our analysis, our models showed a significant positive relationship between budget & profits. This relationship differs when … Read more →

824

2020-12-12

825

Explanatory Model Analysis

2020-12-12

This book introduces unified language for exploration, explanation and examination of predictive machine learning models. […] … Read more →

826

Title of The Web Page

2020-12-10

Title of The Web Page […] Fill this area with … Read more →

827

ECO 397 Book Review

2020-12-09

ECO 397 Book Review […] Cathy O’Neill’s book “Weapons of Math Destruction” is an analysis of big data and its use of machine learning programs that aim to maximize market efficiency. In the process of doing so, she coins the initialism WMDs as logical flaws in the models that skew results in one way or another. Her argument focuses on the fact that more often than not, these failures result in the worsening of ongoing structural violence and only add fuel to the fire for recidivism rates, bankruptcies, mortgage defaults, college dropouts, and health-related deaths. While there is absolutely … Read more →

828

Introduction to Statistical Methodology, Second Edition

2020-12-09

Introduction to Statistical Methodology, Second Edition […] The problem with most introductory statistics courses is that they don’t prepare the student for the use of advanced statistics. Rote hand calculation is easy to test, easy to grade, and easy for students to learn to do, but is useless for actually understanding how to apply statistics. Since students pursuing a Ph.D. will likely be using statistics for the rest of their professional careers, we feel that this sort of course should attempt to steer away from a “cookbook” undergraduate pedagogy, and give the student enough … Read more →

829

Statistical Methods II

2020-12-08

The second semester of an Intro Stats course designed for graduate students in Biology, Forestry, Ecology, etc. […] These notes are intended to be used in the second semester of a two-semester sequence of Statistical Methodology. We assume that students have seen t-tests, Simple Regression, and ANOVA. The second semester emphasizes the uniform matrix notation (y = X\beta + \epsilon) and the interpretation of the coefficients. We cover model diagnostics, transformation, model selection, interactions of continuous and categorical predictors as well as introduce random effects in the … Read more →

830

Análisis de datos longitudinales

2020-12-08

Curso donde se describen modelos y técnicas estadísticas para el análisis de diseños con datos longitudinales o de medidas repetidas. […] Idioma: Castellano/Catalán. El material está en castellano. Duración: 16 horas distribuido en 8 clases de 2 horas Objetivos: conocer modelos y técnicas estadísticas para analizar los datos de diseños de medidas repetidas o datos longitudinales. Recomendado: tener conocimiento de programa R y de las tácnicas estadísticas estándares como los modelos lineales o de regresión logística. Programas usados: R, versión 3.6.0 o posterior, RStudio. Durante el curso … Read more →

831

Multivariate Statistical Analysis with R: PCA & Friends making a Hotdog

2020-12-07

Multivariate Statistical Analysis with R: PCA & Friends making a Hotdog […] Multivariate Analysis has been developed and evolved through many iterations by many different disciplines. Virtually all scientific domains need to use statistical methods under the Multivariate umbrella to analyze data with more than 1 variable. Thus, Multivariate Analysis has gotten many names and has been customized by many “-metric” disciplines throughout the years. Overall, Multivariate Analysis explore the relationships between observations and/or variables in a multivariate dataset. The strategies commonly … Read more →

832

1014SCG Statistics - Lecture Notes

2020-12-05

These are the complete set of lecture notes in online bookform for the course 1014SCG Statistics at Griffith University, 2020. […] ©Griffith University 2019. Subject to the provisions of the Copyright Act, no part of this publication may be reproduced in any form or by any means (whether mechanical, electronic, microcopying, photocopying, recording, or otherwise), stored in a retrieval system or transmitted without prior … Read more →

833

MedTech Foundation Spoke Guide

2020-12-05

A guide to run MedTech Foundation Spokes […] Welcome! This document is created to address the questions that you may have about running a spoke. Thus, it will only serve its purpose if we share what issues you may be facing and the document is set up in such a way that anyone can make an edit. Click on the fourth button from left to right to make an edit (you may need to register a GitHub account first). If you have any questions or want to suggest an edit without a GitHub account, please feel free to email programmedirector@medtechfoundation.org. … Read more →

834

Guía para usar Haver Analytics

2020-12-04

Guía para usar Haver Analytics, enfocándose en las series relacionadas con el dinero en efectivo y herramientas que podrían ser útiles a la Oficina de Estadística de la Dirección General de Emisión del Banco de México. […] Haver Analytics es una empresa que se encarga de coleccionar información económica, financiera y monetaria, a nivel global de distintas fuentes oficiales. El Banco de México tiene contratado una subscripción a algunas de las bases de datos de esta empresa, por lo que cualquier trabajador del banco puede solicitar el acceso a esta información sin incurrir en costo … Read more →

835

2020-12-02

Advanced Environmental Data Management […] This book template is what I learned from Advanced Data Management. Sean Kross has a much better template on GitHub. A few things you may want to do before building the book: Once you have everything in one place, do the following: We have now completed a book using a basic template. For more options, consult the book by Yihui … Read more →

836

Introduction to Data Science

2020-12-02

Class notes for the BGU course - Introduction to Data Science. […] This book accompanies the course I give at Ben-Gurion University, named “Introduction to Data Science”. This is an introductory-level, hands-on focused course, designed for students with basic background in statistics and econometrics, and without programming experience. It introduces students to different tools needed for building a data science pipeline, including data processing, analysis, visualization and modeling. The course is taught in R environment. Many of the contents in this book are taken from BGU’s “R” course, … Read more →

837

Data Visualization with R

2020-12-01

A guide to creating modern data visualizations with R. Starting with data preparation, topics include how to create effective univariate, bivariate, and multivariate graphs. In addition specialized graphs including geographic maps, the display of change over time, flow diagrams, interactive graphs, and graphs that help with the interpret statistical models are included. Focus is on the 45 most popular graph types. The guide also includes detailed instructions on how to customizing graphs, and ends with a chapter on graphing best practices. Although strongly based on the ggplot2 package, other approaches are included as well. Read more →

838

R Software Handbook

2020-11-30

This is a handbook to help UTK Evaluation, Statistics, and Methodology students learn important R skills. […] Welcome to the R Handbook for ESM Students. This handbook is a hands-on guide to help you learn R. It will take you from installation and set up, to data cleaning, analysis, visualization, and reporting. This guide uses real data to help you practice with R. Specifically, it uses survey data from the RStudio Learning R Survey. It also includes data from built-in R data sets and simulated data. R is a free, open-source programming language for statistics and data visualization. It is … Read more →

839

Estatística Descritiva

2020-11-29

O objetivo da Estatística Descritiva é resumir as informações de interesse que estão contidas no conjunto de dados, fazendo uso de tabelas, gráficos e resumos numéricos. Esse tipo de exploração pode dar uma ideia do comportamento da variável estudada por meio de sua distribuição de frequência no conjunto de dados. Para se ter uma ideia dessa distribuição, podemos construir uma tabela de frequência para um conjunto de observações da variável de interesse. Embora o conjunto de dados não seja muito grande (n=209), não fica tão óbvio dizer se os estudantes gostam muito ou não da área de exatas … Read more →

840

1 Introdução

2020-11-29

A estatística consiste numa metodologia científica para obtenção, organização, redução, apresentação, análise e interpretação de dados oriundos das mais variadas áreas das ciências experimentais, cujo objetivo principal é auxiliar a tomada de decisão em situações de incerteza, veja por exemplo Morettin (2017) e Barbetta, Reis, and Bornia (2004). Informalmente, podemos definir a ciência estatística como um conjunto de técnicas utilizadas para estudar a condição de uma população usando informações obtidas a partir de dados observados. Dados são resultados de observações de algum fenômeno, … Read more →

841

2020-11-28

Teoria das Probabilidades […] O início do desenvolvimento da teoria matemática das probabilidades se deu na França pelos matemáticos Blaid Pascal (1623 - 1662) e Pierre de Fermat (1601 – 1665). No entanto, as probabilidades de várias combinações de dados já haviam sido calculadas bem antes disso por Girolamo Cardano (1501-1576) e Galileo Galilei (1564-1642), see for example DeGroot and Schervish (2012) para uma revisão histórica da teoria das probabilidades. Frequentemente ouvem-se ou usam-se expressões como: “é provável que vai chover hoje”; “existe uma grande chance do voo atrasar”; “é … Read more →

842

Portfolio Construction

2020-11-24

Portfolio construction with R […] outline: portfolio: basic portfolio concepts portfolio construction: back-testing machine learning: data clean, transform, viz, exploratory ts modeling model model evaluation math: convex optimization The R session information when compiling this book is shown below: Some basic knowledge about finance, time series analysis, optimization (linear and convex), programming (python1 or R) would be preferred. Later I will add corresponding python … Read more →

843

Calculus-Integration

2020-11-23

These materials were designed to be used by life science students to learn how to apply physics to investigate the function of ecosystems. […] Species and ecosystems continue to respond to climate change in unexpected ways– for example, shifting their distributions and abundances in directions opposite that expected. Such surprises highlight the need to translate our physical metrics of climates and climate change into how organisms are experiencing their environments. Differences in shape, coloration, and composition can lead two organisms to experience their shared environments very … Read more →

844

R Practices for Learning Statistics

2020-11-20

This is a set of demonstrations of basic statistical operations in R. It is intended to used in statistics classes taught at the University of Wisconsin-River Falls. … Read more →

845

Computational Methods in der politischen Kommunikationsforschung

2020-11-19

Computational Methods in der politischen Kommunikationsforschung […] Zuletzt aktualisiert: 2020-11-19 11:45:03. Dies ist ein Work-in-Progress und wird laufend aktualisiert. Aufgrund der aktuellen Situation wird dieses Seminar in einen Online-Kurs überführt. Alle Seminarinhalte werden in Textform aufbereitet und nach und nach diesem Online-Kurs hinzugefügt. Auf Basis des Kurses sollen die Seminarinhalte selbstständig und mit weitestgehend eigenem Lerntempo erarbeitet werden. In jedem Kapitel werden hierzu zunächst die wesentlichen Konzepte und Inhalte erläutert. Jedes Kapitel schließt mit … Read more →

846

A Minimal rTorch Book

2020-11-19

This is a minimal tutorial about using the rTorch package to have fun while doing machine learning. This book was written with bookdown. […] Last update: Sun Oct 25 12:05:18 2020 -0500 (79503f6ee) You need couple of things to get rTorch working: Install Python Anaconda. Preferably, for 64-bits, and above Python 3.6+. I have successfully tested Anaconda under four different operating systems: Windows (Win10 and Windows Server 2008); macOS (Sierra, Mojave and Catalina); Linux (Debian, Fedora and Ubuntu); and lastly, Solaris 10. All these tests are required by CRAN. Install R, Rtools and … Read more →

847

Applied Spatio-temporal Statistics

2020-11-18

Course notes for Applied Spatio-temporal Statistics (STAT 764) at Kansas State University […] This document contains the course notes for Applied Spatio-temporal Statistics at Kansas State University (STAT 764). During the semester we will cover construction and analysis of spatial, time series, and spatio-temporal data sets. Topics include data generation using geographic information systems, exploratory data analysis and visualization, and descriptive and dynamic spatio-temporal statistical … Read more →

848

Week of November 9th

2020-11-17

Week of November 9th … Read more →

849

Kursmaterial Introduktion till R - Certifierad Data Scientist

2020-11-16

Här finns kursmaterial och övningar för första blocket R-övningar. […] För att ta del av det här materialet behöver du inte några särskilda förkunskaper. Övningarna och upplägget följer boken R for Data Science av Hadley Wickham och Garrett Grolemund som finns gratis. Den boken är ett utmärkt fördjupande komplement till det här … Read more →

850

Notes for Ecological Modelling

2020-11-15

This is based on Yihui Xie’s a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] These notes were written in 2020, during the ecological modelling classes (Modelação Ecológica, ME in short). While it all started as just a way to teach the course, it soon became obvious that with a bit of extra effort put into it these notes might become material that would be useful to others beyond the ME students. This is being written as a bookdown project. Maybe one day it will become a book, for now, these are essentially notes I … Read more →

851

Guide to Creating Interactive Maps in R

2020-11-13

852

2020-11-10

Det här dokumentet innehåller kursmaterial och övningar för det första blockets R-övningar. […] För att ta del av det här materialet behöver du inte några särskilda förkunskaper. Övningarna och upplägget följer boken R for Data Science av Hadley Wickham och Garrett Grolemund som finns gratis. Den boken är ett utmärkt fördjupande komplement till det här … Read more →

853

PSY317L Guidebook

2020-11-09

PSY317L Guidebook […] This books is still in progress !!! This is a draft. Several sections are still incomplete or unedited. This book is written to help students enrolled in the University of Texas at Austin Introduction to Statistics for the Behavioral Sciences (PSY317L) course led by Professor James Curley. We hope that the book will be a useful resource to help you learn both R and statistics. If you have any suggestions for improvements, please get in touch with Professor Curley. This is in between a textbook and a study guide. We’re trying to build materials that will enable students … Read more →

854

SHUD水文模型

2020-11-08

SHUD Book […] 这是一本有关SHUD模型的说明书，包含和模型的基本理论、构建、应用案例和程序设计。本书不仅仅向模型用户介绍SHUD模型本身，更想为水文和地球工作中展示以水为媒的自然过程。 “云气西行，云云然冬夏不辍；水泉东流，日夜不休；上不竭，下不满；小为大，重为轻；圜道也。” ——吕不韦 《吕氏春秋》, 公元前239年(?) “上善若水，水善利万物而不争” ——老子《道德家》，公元前四世纪 科学技术是人工的演化。理论物理学家的理论验证需要等待宇宙现象的发生。科学家穷其一生也无法验证某些理论——因为自然现象的发生概率非常低。所以，人工实验就可以大幅度提高这种现象的发生概率。 … Read more →

855

QA of Code

2020-11-03

This is a draft of QA for Coding guidance […] ALPHA This is a draft of Government Statistical Service guidance. It is unpublished and does not represent the views of the ONS or the GSS. … Read more →

856

“Guia bàsica d’ús d’R amb Rstudio”

2020-11-02

Aquesta és una guia d’introducció a l’ús d’R i RStudio dins l’àmbit de l’assignatura d’Anàlisi Avançada de Dades de l’UdG. […] Aquest llibre és una petita guia per iniciar-vos en l’ús d’R per a l’anàlisi de dades en l’àmbit de la Biologia i Ciències ambientals. S’enmarca dins els coneixements requerits a l’assignaura d’Anàlisis Avançada de Dades de l’UdG. Aquest llibre ha estat elaborat amb R-Markdown mitjançant el package bookdown. Aquesta obra està sota llicència de Creative Commons Reconocimiento-No Comercial-Sin Obra Derivada 4.0 … Read more →

857

An Introduction to Web Analytics

2020-10-31

The best basics of web analytics. […] If I asked you how you wanted to level-up in web analytics, it would be fair if you said “I can’t answer that - I don’t know enough about web analytics to know what I don’t know”. This textbook will take you from “I don’t know what I don’t know” to knowing the content areas of web analytics and broadly knowing what can be done with web analytics skills. In addition to shifting your knowledge base from unknown unknowns to known unknowns, by the end of this textbook, you will be able to take any question that can be addressed with web analytics and answer … Read more →

858

R 資料科學與統計

2020-10-29

R 資料科學與統計 […] R 可視為統計數學軟體, 也是一種程式語言, 而近年來的發展, R 更成為資料科學的熱門的工具之一. R 是一個免費的統計分析軟體 (open-source, GNU General Public License), R 由一群跨國際的志工人員組成的 {R} 核心發展組織 (R core-development team) 所維持, 運作與持續更新發展. 目前對初學者的 R 入門學習有二大主要論點, 一為學習使用 R Base 原始語言與原始套件, 二為直接學習外部套件, 如 ggplot2, tidyverse 系統. 無論哪一種方式各有其優缺點. 個人認為對未來必須經常性使用 R 進行資料分析工作的初學者, 則建議先學習使用 R Base 原始語言. 對於未來僅在少數時間必須使用 R 進行資料分析工作, 或是僅在統計學上課使用, 則建議學習 … Read more →

859

Review and Homework for Programming for Educational Research

2020-10-28

This is a minimal example of using the bookdown package to write a book. The output format for this example is bookdown::gitbook. […] 이것은 2020학년도 2학기 교육용 프로그래밍의 이해 수업을 들으며 작성한 필기 노트와 과제 모음입니다. R markdown is a file format that can be converted into many different documents such as HTML, PDF, Microsoft Word, and other dynamic documents. That is, it’s a nice example of one source multi … Read more →

860

EMMERG Spatial

2020-10-28

Working notes […] Quantify the effects of contextual variables by coupling spatial and temporal structures in a Bayesian model framework. The model will then used to produce out-of-sample predicted probabilities of exceeding county-specific outbreak thresholds to develop early warning information to predict the risk of emerging drug … Read more →

861

R for Statistical Learning

2020-10-28

Welcome to R for Statistical Learning! While this is the current title, a more appropriate title would be “Machine Learning from the Perspective of a Statistician using R” but that doesn’t seem as catchy. This book currently serves as a supplement to An Introduction to Statistical Learning for STAT 432 - Basics of Statistical Learning at the University of Illinois at Urbana-Champaign. The initial focus of this text was to expand on ISL’s intro