A Field Paper
Preface
Part I Theories and Framework
1
Introduction
1.1
Background
1.2
Analytical Framework
1.3
Content Organization
2
Urban Form as Predictors
2.1
Influencing Direction
2.2
Influencing Factors
2.2.1
Individual Factors
2.2.2
Environmental Factors
2.2.3
Density
2.2.4
D-variables
2.2.5
Synthesized Index
2.2.6
Meta-Aanalysis
2.3
Spatial Scales
2.3.1
Neighborhood Scale
2.3.2
Urban/Region Scale
2.3.3
Multi-scale Studies
2.3.4
Modifiable areal unit problem (MAUP)
2.4
Summary
3
Travel as Response
3.1
Travel Variables
3.2
Traveler Choice
3.2.1
Rational Choice Theory
3.2.2
Bounded Rational Behavior
3.2.3
Theory of Planned Behavior
3.2.4
Prospect Theory
3.3
Human Mobility
3.3.1
Trip Distribution Laws
3.3.2
Time Geography
3.4
Probability Distributions
3.5
Summary (Opt.)
4
Model Structures
4.1
Multistage
4.2
Decision Tree
4.3
Multi-scales
4.4
Mixed Model
4.5
Non-linear models
5
Summary (Opt.)
5.1
A Proposed Framework
5.2
Policy implications
5.3
Other thoughts
6
Data (Opt.)
6.1
Travel Survey
6.2
Census Data
6.3
Smart Location Database
6.4
New Data Sources
Part II Regression Analysis
7
Linear Models
7.1
Assumptions
7.1.1
Additive and linearity
7.1.2
Independent Identically Distributed (IID)
7.1.3
Normality
7.2
Estimations
7.2.1
Least Square
7.2.2
Standardized coefficients
7.2.3
Elasticity
7.2.4
Combined effects?
7.3
Inference
7.3.1
Analysis of Variance
7.3.2
Hypothesis Test
7.3.3
Confidence Intervals
7.4
Adequacy
7.4.1
Residuals Analysis
7.4.2
Heteroscedasticity
7.4.3
Multicollinearity
7.5
Variables Selections
7.5.1
Goodness of fit
7.5.2
Mallows
\(C_p\)
7.5.3
PRESS
7.6
Fixed and Mixed Effects
7.7
Bayesian approaches (Opt.)
7.8
SEM (Opt.)
8
Non-Linear Models
8.1
Transformations
8.1.1
Variance Stabilizing
8.1.2
Linearizing
8.2
Polynomial Regression
8.3
Nonparamteric Regression
8.4
Generalized Additive Models
9
Generalized Linear Models
9.1
Logistic Regression
9.2
Poisson Regression
9.3
Zero-inflated and Hurdle Models
10
Meta-Analysis
10.0.1
Overview
10.0.2
Advanced Methods
10.0.3
Summary
Appendix
A
Appendix A
B
Appendix B
References
Published with bookdown
The Association Between Travel Behavior and Urban Form
A
Appendix A
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