Diagnostics analysis in censored generalized Poisson regression model

被引:21
|
作者
Xie, Feng-Chang [1 ]
Wei, Bo-Cheng
机构
[1] Nanjing Agr Univ, Dept Appl Math, Nanjing 210095, Peoples R China
[2] SE Univ, Dept Math, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金;
关键词
generalized Poisson regression; censoring; dispersion parameter; local influence; case-deletion; score test statistic;
D O I
10.1080/10629360600581316
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this article, we develop the application of influence diagnostics in censored generalized Poisson regression (CGPR) models based on case-deletion method and local influence analysis. The one-step approximations of the estimates in the case-deletion model are given and case-deletion measures, such as generalized Cook distance, likelihood distance are obtained. At the same time, we derive the diagnostic statistics for CGPR models under perturbations in case-weights and explanatory variables. Furthermore, we discuss an approximate test for significance of the dispersion parameter in the CGPR, and the score test statistic is obtained. Finally, two numerical examples are given to illustrate our methodology.
引用
收藏
页码:695 / 708
页数:14
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