A Minimal Book Example
Introduction
1
One-Sample
1.1
One-Sample Mean z Test
1.2
One-Sample Mean t Test
1.3
One-Sample Median Wilcoxon Test
1.4
Chi-Squared Goodness-of-Fit Test
1.5
G-Test
1.6
One-Sample Poisson Test
1.7
One-Sample Binomial Test
1.8
One-Sample Proportion z Test
1.9
1 sample t Test for Categorical Var
1.10
Wilcoxon 1-Sample Median Test for Categorical Var
2
Two-Group Differences
2.1
Independent Samples (Continuous)
Independent Samples t-Test
Mann-Whitney U Test
Case Study
2.2
Paired Samples (Continuous)
Paired Samples t-Test
Wilcoxon Signed-Rank Test
Sign Test
Case Study
2.3
Independent Samples (Discrete)
z-Test of Two Proportions
Chi-Square Test of Homogeneity
Fisher’s Exact Test
Case Study
2.4
Paired Samples (Discrete)
McNemar’s Test
3
Multi-Group Comparison Tests
3.1
Independent t-Test
3.2
Paired t-Test
3.3
Sign est
3.4
Wilcoxon Rank-Sum Test
3.5
Wilcoxon Signed-Rank Test
3.6
ANOVA
3.6.1
One-Way ANOVA
3.6.2
Welch’s ANOVA w/Games-Howell
3.6.3
MANOVA
3.6.4
Multiple Variance Comparison F Test
3.6.5
Example
3.6.6
Repeated Measures
3.6.7
Two-Way
3.6.8
Randomized Blocks
3.6.9
ANCOVA
3.7
Kruskal–Wallis Test
3.8
pairwise.prop.test
4
Association
4.1
Pearson
4.2
Chi-Square
4.3
Spearman
4.4
Pearson’s Correlation for Numeric Vars
4.5
Spearman’s Ranked Correlation for Numeric Vars
4.6
Pearson’s Correlation for Categorical Vars
4.7
Spearman’s Ranked Correlation for Categorical Vars
5
Applications
5.1
Example one
5.2
Example two
6
Generalized Linear Models (GLM)
6.1
Logistic Regression
6.2
Multinomial Logistic Regression
6.3
Ordinal Logistic Regression
Case Study
6.4
Poisson Regression
7
Probability
7.1
Bayesian Inference
7.2
Stochastic Processes
7.2.1
Markov Chains
References
Published with bookdown
Statistics Handbook
Chapter 5
Applications
Some
significant
applications are demonstrated in this chapter.
5.1
Example one
5.2
Example two