Michael Smithson, Edgar C Merkle

Generalized Linear Models for Categorical and Continuous Limited Dependent Variables

• Gebundenes Buch

Produktbeschreibung

Designed for graduate students and researchers in the behavioral, social, health, and medical sciences, this text employs generalized linear models, including mixed models, for categorical and limited dependent variables. Categorical variables include both nominal and ordinal variables. Discrete or continuous limited dependent variables have restricted support, whether through censorship or truncation or by their nature. The book incorporates examples of truncated counts, censored continuous variables, and doubly bounded continuous variables, such as percentages.

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Produktdetails

• Verlag: Routledge
• Seitenzahl: 312
• Erscheinungstermin: 5. September 2013
• Englisch
• Abmessung: 249mm x 175mm x 33mm
• Gewicht: 1057g
• ISBN-13: 9781466551732
• ISBN-10: 1466551739
• Artikelnr.: 38024264

Autorenporträt

Michael Smithson, Edgar C. Merkle

Inhaltsangabe

Introduction and Overview. DISCRETE VARIABLES: Binary. Nominal Multi
Category. Ordinal
Categorical. Count Data. CONTINUOUS VARIABLES: Doubly Bounded. Censored and Truncated. EXTENSIONS: Multi
Level Models. Bayesian MCMC Estimation. Appendices. Web
Based Supplementary Materials.

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Introduction and Overview. DISCRETE VARIABLES: Binary. Nominal Multi-Category. Ordinal-Categorical. Count Data. CONTINUOUS VARIABLES: Doubly Bounded. Censored and Truncated. EXTENSIONS: Multi-Level Models. Bayesian MCMC Estimation. Appendices. Web-Based Supplementary Materials.

Rezensionen

"... a very useful contribution for anyone who needs modern extensions of statistical modeling tools. I was also impressed with the elegant way in which the authors went about the demanding task of explaining complex methods to readers."
-International Statistical Review, 2015

"What new perspective or emphasis could be brought to this crowded market? This contribution from Smithson and Merkle is distinctive in several respects. It is geared toward a social-science audience ... The authors cover an impressive amount of ground ... in one book, the authors cover many different models for a wide array of discrete and limited dependent variables (LDVs). ... a valuable resource for graduate students and practitioners in psychology, political science, international relations, anthropology, sociology, education, and communication ... . The Beta GLM and some of the models for censored and truncated responses are much newer and more exotic than say, logistic regression or count models, making Smithson and Merkle's book a welcome addition even for seasoned practitioners ... ."
-Journal of the American Statistical Association, June 2015