Influence diagnostics for polyhazard models in the presence of covariates

被引:19
作者
Fachini, Juliana B. [2 ]
Ortega, Edwin M. M. [1 ,2 ]
Louzada-Neto, Francisco [3 ]
机构
[1] Univ Sao Paulo, Dept Ciencias Exatas, BR-13418900 Sao Paulo, Brazil
[2] Univ Sao Paulo, ESALQ, Piracicaba, Brazil
[3] Univ Fed Sao Carlos, DEs, BR-13560 Sao Carlos, SP, Brazil
关键词
polyhazard model; poly-Weibull distribution; poly-log-logistic distribution; influence diagnostics; residual analysis;
D O I
10.1007/s10260-007-0067-3
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we present various diagnostic methods for polyhazard models. Polyhazard models are a flexible family for fitting lifetime data. Their main advantage over the single hazard models, such as the Weibull and the log-logistic models, is to include a large amount of nonmonotone hazard shapes, as bathtub and multimodal curves. Some influence methods, such as the local influence and total local influence of an individual are derived, analyzed and discussed. A discussion of the computation of the likelihood displacement as well as the normal curvature in the local influence method are presented. Finally, an example with real data is given for illustration.
引用
收藏
页码:413 / 433
页数:21
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