THE COX PROPORTIONAL HAZARDS MODEL WITH CHANGE POINT - AN EPIDEMIOLOGIC APPLICATION

被引:71
作者
LIANG, KY [1 ]
SELF, SG [1 ]
LIU, XH [1 ]
机构
[1] FRED HUTCHINSON CANC RES CTR,DIV PUBL HLTH SCI,SEATTLE,WA 98104
关键词
D O I
10.2307/2532096
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, we develop the Cox proportional hazards model with special structured time-dependent covariates in the context of prospective epidemiologic studies. Our model possesses the following two features: (i) different relative risk parameters are allowed for early versus late onset of the disease of interest; (ii) an additional parameter is introduced so that specification is not required for the time (age) at which a change of the magnitude of the relative risks takes place, the so-called change point. Some difficulties with statistical inference for the proposed model are briefly discussed, and the large-sample distribution of a test for no change point is derived. As an illustration, we apply the model to a set of data gathered on a group of white male medical students of The Johns Hopkins Medical School enrolled between 1948 and 1964. We examine the hypothesis that the effect of reactivity to the cold pressor test may vary with early versus late onset of hypertension.
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页码:783 / 793
页数:11
相关论文
共 22 条
[1]  
Billingsley P, 1968, CONVERGENCE PROBABIL
[2]   AN ANALYSIS OF TRANSFORMATIONS [J].
BOX, GEP ;
COX, DR .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1964, 26 (02) :211-252
[3]   AN ANALYSIS OF TRANSFORMATIONS REVISITED, REBUTTED [J].
BOX, GEP ;
COX, DR .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1982, 77 (377) :209-210
[4]   A 2-SAMPLE CENSORED-DATA RANK TEST FOR ACCELERATION [J].
BRESLOW, NE ;
EDLER, L ;
BERGER, J .
BIOMETRICS, 1984, 40 (04) :1049-1062
[5]  
BRESLOW NE, 1985, MODERN STATISTICAL M, P181
[6]  
COX DR, 1972, J R STAT SOC B, V34, P187
[7]   HYPOTHESIS TESTING WHEN A NUISANCE PARAMETER IS PRESENT ONLY UNDER ALTERNATIVE [J].
DAVIES, RB .
BIOMETRIKA, 1977, 64 (02) :247-254
[8]  
HANSSON L, 1988, GERIATR CARDIOVASC, V1, P43
[9]   The cold pressor test for measuring the reactibility of the blood pressure data concerning 571 normal and hypertensive subjects [J].
Hines, EA ;
Brown, GE .
AMERICAN HEART JOURNAL, 1936, 11 :1-9
[10]   THE ANALYSIS OF TRANSFORMED DATA [J].
HINKLEY, DV ;
RUNGER, G .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1984, 79 (386) :302-309