Overdispersion and poisson regression

被引:196
作者
Berk, Richard [1 ]
MacDonald, John M. [1 ]
机构
[1] Univ Penn, Dept Criminol, Philadelphia, PA 19104 USA
关键词
poisson regression; negative binomial distribution; count data; overdispersion;
D O I
10.1007/s10940-008-9048-4
中图分类号
DF [法律]; D9 [法律];
学科分类号
0301 ;
摘要
This article discusses the use of regression models for count data. A claim is often made in criminology applications that the negative binomial distribution is the conditional distribution of choice when for a count response variable there is evidence of overdispersion. Some go on to assert that the overdisperson problem can be "solved" when the negative binomial distribution is used instead of the more conventional Poisson distribution. In this paper, we review the assumptions required for both distributions and show that only under very special circumstances are these claims true.
引用
收藏
页码:269 / 284
页数:16
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