Properties of added variable plots in Cox's regression model

被引:1
作者
Lindkvist, M [1 ]
机构
[1] Umea Univ, Dept Stat, S-90187 Umea, Sweden
关键词
adjusted variable plot; graphical diagnostics; influence; proportional hazards; regression diagnostics;
D O I
10.1023/A:1009609916604
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The added variable plot is useful for examining the effect of a covariate in regression models. The plot provides information regarding the inclusion of a covariate, and is useful in identifying influential observations on the parameter estimates. Hall et al. (1996) proposed a plot for Cox's proportional hazards model derived by regarding the Cox model as a generalized linear model. This paper proves and discusses properties of this plot. These properties make the plot a valuable tool in model evaluation. Quantities considered include parameter estimates, residuals, leverage, case influence measures and correspondence to previously proposed residuals and diagnostics.
引用
收藏
页码:23 / 38
页数:16
相关论文
共 20 条
[1]  
[Anonymous], 1977, DATA ANAL LINEAR REG
[2]  
Atkinson AC., 1985, Plots, transformations and regression
[3]  
an introduction to graphical methods of diagnostic regression analysis
[4]  
BARLOW WE, 1988, BIOMETRIKA, V75, P65
[5]  
Belsley D.A., 1980, Regression Diagnostics: Identifying Influential Data and Sources of Collinearity
[6]   APPROXIMATE CASE INFLUENCE FOR THE PROPORTIONAL HAZARDS REGRESSION-MODEL WITH CENSORED-DATA [J].
CAIN, KC ;
LANGE, NT .
BIOMETRICS, 1984, 40 (02) :493-499
[7]  
Chatterjee S., 1988, Sensitivity Analysis in Linear Regression, DOI 10.1002/9780470316764
[8]   DIAGNOSTIC PLOTS IN COX REGRESSION-MODEL [J].
CHEN, CH ;
WANG, PC .
BIOMETRICS, 1991, 47 (03) :841-850
[9]  
Cook R. D., 1982, RESIDUALS INFLUENCE
[10]   PARTIAL LIKELIHOOD [J].
COX, DR .
BIOMETRIKA, 1975, 62 (02) :269-276