Analysis of categorical data with R. (2014)

• Record Type: Book
• Further Information: Note: Christopher R. Bilder, Thomas M. Loughin.
• Authors: Bilder, Christopher R; Loughin, Thomas M
• 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.
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2014
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 512.6202855133; Categories (Mathematics) -- Data processing; R (Computer program language)
• Languages: English
• ISBNs: 9781498706766; 9781439855690
• Related ISBNs: 9781439855676
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; item not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.