发帖
雷达卡
Authors: Thomas M Loughun and Christopher R Builder
ISBN-13: 978-1439855676
ISBN-10: 1439855676
Table of Contents
Analyzing a Binary Response, Part 1: Introduction
One binary variable
Two binary variables
Analyzing a Binary Response, Part 2: Regression Models
Linear regression models
Logistic regression models
Generalized linear models
Analyzing a Multicategory Response
Multinomial probability distribution
I x J contingency tables and inference procedures
Nominal response regression models
Ordinal response regression models
Additional regression models
Analyzing a Count Response
Poisson model for count data
Poisson regression models for count responses
Poisson rate regression
Zero inflation
Model Selection and Evaluation
Variable selection
Tools to assess model fit
Overdispersion
Examples
Additional Topics
Binary responses and testing error
Exact inference
Categorical data analysis in complex survey designs
"Choose all that apply" data
Mixed models and estimating equations for correlated data
Bayesian methods for categorical data
Appendix A: An Introduction to R
Appendix B: Likelihood Methods
Bibliography
Index
Exercises appear at the end of each chapter.
Book Analysis of Categorical Data with R.pdf
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