Modeling underdispersed count data with generalized Poisson regression

被引:98
作者
Harris, Tammy [1 ]
Yang, Zhao [2 ]
Hardin, James W. [1 ]
机构
[1] Univ S Carolina, Dept Epidemiol & Biostat, Inst Families Soc, Columbia, SC 29208 USA
[2] Quintiles Inc, Morrisville, NC USA
关键词
st0279; gpoisson; Poisson; count data; overdispersion; underdispersion; OVERDISPERSION;
D O I
10.1177/1536867X1201200412
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
We present motivation and new Stata commands for modeling count data. While the focus of this article is on modeling data with underdispersion, the new command for fitting generalized Poisson regression models is also suitable as an alternative to negative binomial regression for overdispersed data.
引用
收藏
页码:736 / 747
页数:12
相关论文
共 13 条
[1]  
[Anonymous], 2018, GEN LINEAR MODELS EX
[2]  
Consul P.C., 1989, Generalized Poisson Distributions: Properties and Applications
[3]   GENERALIZED POISSON REGRESSION-MODEL [J].
CONSUL, PC ;
FAMOYE, F .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1992, 21 (01) :89-109
[4]   GENERALIZATION OF POISSON DISTRIBUTION [J].
CONSUL, PC ;
JAIN, GC .
TECHNOMETRICS, 1973, 15 (04) :791-799
[5]   On the generalized Poisson regression mixture model for mapping quantitative trait loci with count data [J].
Cui, Yuehua ;
Kim, Dong-Yun ;
Zhu, Jun .
GENETICS, 2006, 174 (04) :2159-2172
[7]  
Jaggia S., 1993, REV QUANT FINANC ACC, V3, P447, DOI [https://doi.org/10.1007/BF02409622, DOI 10.1007/BF02409622]
[8]  
Lerner B., 1997, PROBABILITY AND MATHEMATICAL STATISTICS-WROCLAW UNIVERSITY, V17, P377
[9]   On the Generalized Poisson Distribution [J].
Tuenter, HJH .
STATISTICA NEERLANDICA, 2000, 54 (03) :374-376
[10]   Modeling household fertility decisions with generalized Poisson regression [J].
Wang, WR ;
Famoye, F .
JOURNAL OF POPULATION ECONOMICS, 1997, 10 (03) :273-283