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.
机构:
Beijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R ChinaBeijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R China
Lian, Chengdi
Rong, Yaohua
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Beijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R ChinaBeijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R China
Rong, Yaohua
Liang, Jinwen
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Beijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R ChinaBeijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R China
Liang, Jinwen
Guan, Ruijie
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Beijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R ChinaBeijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R China
Guan, Ruijie
Cheng, Weihu
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Beijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R ChinaBeijing Univ Technol, Sch Math Stat & Mech, 100 Pingleyuan, Beijing, Peoples R China
机构:
Univ Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, Malaysia
Saffari, Seyed Ehsan
Adnan, Robiah
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Univ Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, Malaysia
Adnan, Robiah
Greene, William
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机构:
NYU, Stern Sch Business, Dept Econ, New York, NY 10012 USAUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, Malaysia
Greene, William
Ahmad, Maizah Hura
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Univ Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Sci, Dept Math Sci, Johor Baharu 81310, Johor, Malaysia