Edition |
Second edition. |
Description |
1 online resource (xviii, 553 pages) : illustrations |
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data file |
Physical Medium |
polychrome |
Bibliography |
Includes bibliographical references and index. |
Summary |
"This second edition of Hilbe's Negative Binomial Regression is a substantial enhancement to the popular first edition. The only text devoted entirely to the negative binomial model and its many variations, nearly every model discussed in the literature is addressed. The theoretical and distributional background of each model is discussed, together with examples of their construction, application, interpretation, and evaluation. Complete Stata and R code are provided throughout the text, with additional code (plus SAS), derivations, and data provided on the book's website. Written for the practicing researcher, the text begins with an examination of risk and rate ratios, and of the estimating algorithms used to model count data. The book then gives an in-depth analysis of Poisson regression and an evaluation of the meaning and nature of overdispersion, followed by a comprehensive analysis of the negative binomial distribution and of its parameterizations into various models for evaluating count data"-- Provided by publisher. |
Contents |
The concept of risk -- Overview of count response models -- Methods of estimation -- Assessment of count models -- Poisson regression -- Overdispersion -- Negative binomial regression -- Negative binomial regression: modeling -- Alternative variance parameterizations -- Problems with zero counts -- Censored and truncated count models -- Handling endogeneity and latent class models -- Count panel models -- Bayesian negative binomial models -- Appendix A. Constructing and interpreting interactions terms -- Appendix B. Data sets, commands, functions. |
Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
Subject |
Negative binomial distribution.
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Negative binomial distribution. |
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Poisson algebras.
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Poisson algebras. |
Genre/Form |
Electronic books.
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Electronic books.
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Other Form: |
Print version: Hilbe, Joseph. Negative binomial regression. 2nd ed. Cambridge ; New York : Cambridge University Press, 2011 9780521198158 (DLC) 2010051121 (OCoLC)694679188 |
ISBN |
9781139012010 (electronic book) |
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1139012010 (electronic book) |
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9781139011228 (electronic book) |
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1139011227 (electronic book) |
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9781139011488 (electronic book) |
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1139011480 (electronic book) |
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9780511973420 (electronic book) |
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051197342X (electronic book) |
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9780521198158 (hardback) |
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0521198151 (hardback) |
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