An Alternative Identification of Influential points in Cox Proportional Hazards Model

被引:0
|
作者
Jiin, Rebecca Loo Ting [1 ]
Fitrianto, Anwar [1 ,2 ,3 ]
Rana, Sohel [1 ,2 ]
Midi, Habshah [1 ]
机构
[1] Univ Putra Malaysia, Dept Math, Fac Sci, Serdang 43400, Malaysia
[2] Univ Putra Malaysia, Lab Appl & Computat Stat, Inst Math Res, Serdang 43400, Malaysia
[3] Bogor Agr Univ, Fac Math & Nat Sci, Dept Stat, Bogor 16680, Indonesia
关键词
Influential diagnostics; high leverage; Cox proportional hazards model;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Influence diagnostics are essential in statistical modeling as the influential points have large effect on any statistical model. Thus, in this article, the identification of influential points in Cox proportional hazards model is considered. There are several diagnostics approaches in Cox proportional hazards model; these approaches are: score residual, scaled score residual, Lmax statistics, and likelihood displacement. We also propose a new diagnostics approach and compare its performance with the existing ones. It is found that the new proposed influential detection performs equally with the existing methods; it works to identify the influential observation.
引用
收藏
页码:187 / 191
页数:5
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