Influence diagnostics in generalized log-gamma regression models

被引:75
作者
Ortega, EMM [1 ]
Bolfarine, H [1 ]
Paula, GA [1 ]
机构
[1] Univ Sao Paulo, Inst Mat & Estatist, BR-05311970 Sao Paulo, Brazil
基金
巴西圣保罗研究基金会;
关键词
censored observation; influence diagnostic; likelihood displacement; deviance residual; survivor function;
D O I
10.1016/S0167-9473(02)00104-4
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We discuss in this paper application of influence diagnostics in generalized log-gamma regression models considering the possibility of censored observations. We derive the appropriate matrices for assessing the local influence on the parameter estimates as well as the predictions from the fitted model under different perturbation schemes. The effect of censoring on local influence is also investigated. An example, for which we apply the diagnostic methods, is given as illustration. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:165 / 186
页数:22
相关论文
共 35 条
[1]  
[Anonymous], 1991, STAT THEORY MODELLIN
[2]   2 GRAPHICAL DISPLAYS FOR OUTLYING AND INFLUENTIAL OBSERVATIONS IN REGRESSION [J].
ATKINSON, AC .
BIOMETRIKA, 1981, 68 (01) :13-20
[3]  
BARLOW WE, 1988, BIOMETRIKA, V75, P65
[4]   DIAGNOSTICS FOR MIXED-MODEL ANALYSIS OF VARIANCE [J].
BECKMAN, RJ ;
NACHTSHEIM, CJ ;
COOK, RD .
TECHNOMETRICS, 1987, 29 (04) :413-426
[5]  
BUCKLEY J, 1979, BIOMETRIKA, V66, P429
[6]  
COOK RD, 1986, J ROY STAT SOC B MET, V48, P133
[7]  
COX DR, 1972, J R STAT SOC B, V34, P269
[8]  
DESOUZA FAM, 2002, IN PRESS AUSTRAL NZ, P44
[9]  
DOOMIK J, 1996, OBJECT ORIENTED MATR
[10]   ASSESSING INFLUENCE IN REGRESSION-ANALYSIS WITH CENSORED-DATA [J].
ESCOBAR, LA ;
MEEKER, WQ .
BIOMETRICS, 1992, 48 (02) :507-528