TY  - BOOK
AU  - Bilder, Christopher R
TI  - Analysis of categorical data with R
SN  - 9781439855676
U1  - 512.6 BIL 
PY  - 2015///
CY  - New York
PB  - CRC Press
KW  - Categories(Mathematics)-- Data processing
KW  - R Computer Program Language
KW  - R Computer programing language
N1  - Alpha Books 1040/02Jan15/ Rs.5252/-; 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
ER  -