A simplified method of calculating an overall goodness-of-fit test for the cox proportional hazards model

被引:170
作者
May, S [1 ]
Hosmer, DW [1 ]
机构
[1] Univ Massachusetts, Dept Biostat & Epidemiol, Amherst, MA 01003 USA
关键词
goodness-of-fit; score test; martingale residuals; risk score;
D O I
10.1023/A:1009612305785
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Gronnesby and Borgan (1996) propose an overall goodness-of-fit test for the Cox proportional hazards model. The basis of their test is a grouping of subjects by their estimated risk score. We show that the Gronnesby and Borgan test is algebraically identical to one obtained from adding group indicator variables to the model and testing the hypothesis the coefficients of the group indicator variables are zero via the score test. Thus showing that the test can be calculated using existing software. We demonstrate that the table of observed and estimated expected number of events within each group of the risk score is a useful adjunct to the test to help identify potential problems in fit.
引用
收藏
页码:109 / 120
页数:12
相关论文
共 25 条
[11]   Diagnostic plots to reveal functional form for covariates in multiplicative intensity models [J].
Grambsch, PM ;
Therneau, TM ;
Fleming, TR .
BIOMETRICS, 1995, 51 (04) :1469-1482
[12]   SPLINE-BASED TESTS IN SURVIVAL ANALYSIS [J].
GRAY, RJ .
BIOMETRICS, 1994, 50 (03) :640-652
[13]   SOME DIAGNOSTIC METHODS FOR COX REGRESSION-MODELS THROUGH HAZARD SMOOTHING [J].
GRAY, RJ .
BIOMETRICS, 1990, 46 (01) :93-102
[14]  
Gronnesby J K, 1996, Lifetime Data Anal, V2, P315, DOI 10.1007/BF00127305
[15]   EXPLORING THE NATURE OF COVARIATE EFFECTS IN THE PROPORTIONAL HAZARDS MODEL [J].
HASTIE, T ;
TIBSHIRANI, R .
BIOMETRICS, 1990, 46 (04) :1005-1016
[16]   GOODNESS OF FIT TESTS FOR THE MULTIPLE LOGISTIC REGRESSION-MODEL [J].
HOSMER, DW ;
LEMESHOW, S .
COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1980, 9 (10) :1043-1069
[17]  
Hosmer DW, 2004, APPL LOGISTIC REGRES
[18]   CHECKING THE COX MODEL WITH CUMULATIVE SUMS OF MARTINGALE-BASED RESIDUALS [J].
LIN, DY ;
WEI, LJ ;
YING, Z .
BIOMETRIKA, 1993, 80 (03) :557-572
[19]   A SIMPLE TEST FOR GOODNESS OF FIT OF COX PROPORTIONAL HAZARDS MODEL [J].
NAGELKERKE, NJD ;
OOSTING, J ;
HART, AAM .
BIOMETRICS, 1984, 40 (02) :483-486
[20]  
PETTITT AN, 1990, APPL STAT-J ROY ST C, V39, P313