过度分散
负二项分布
计数数据
准似然
泊松回归
统计
泊松分布
二项分布
回归分析
数学
口译(哲学)
负多项式分布
计量经济学
计算机科学
β二项分布
人口学
社会学
程序设计语言
人口
出处
期刊:Cambridge University Press eBooks
[Cambridge University Press]
日期:2011-03-17
被引量:2950
标识
DOI:10.1017/cbo9780511973420
摘要
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 codes are provided throughout the text, with additional code (plus SAS), derivations and data provided on the book's website. Written for the practising 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.
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