On Mann-Whitney tests for comparing sojourn time distributions when the transition times are right censored

被引:4
作者
Fan, Jie [1 ]
Datta, Somnath [1 ]
机构
[1] Univ Louisville, Dept Biostat & Bioinformat, Louisville, KY 40202 USA
基金
美国国家科学基金会;
关键词
Censoring; Martingale; Mann-Whitney statistic; Reweighting principle; U-statistic; Waiting time; REGRESSION; STATISTICS; MODELS;
D O I
10.1007/s10463-012-0378-5
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
We consider the problem of comparing sojourn time distributions of a transient state in a general multistate system in two samples (groups) when the transition times are right censored. Using the reweighting principle, a two-sample Mann-Whitney type of -statistic is constructed that compares only the uncensored sojourn times from the two distributions. A second Mann-Whitney type of statistic is also constructed using a different reweighting that allows for comparisons when one of the two sojourn times is either uncensored or singly censored. Both these statistics are asymptotically unbiased, asymptotically normally distributed and reduce to the standard Mann-Whitney statistic when there is no censoring. A test of equality of sojourn time distributions in two independent samples is constructed by symmetrizing the second statistic. The testing methodology is illustrated using a data set on kidney disease patients.
引用
收藏
页码:149 / 166
页数:18
相关论文
共 18 条
[1]  
[Anonymous], 2012, Statistical models based on counting processes
[2]   Inverse Probability of Censoring Weighted U-statistics for Right-Censored Data with an Application to Testing Hypotheses [J].
Datta, Somnath ;
Bandyopadhyay, Dipankar ;
Satten, Glen A. .
SCANDINAVIAN JOURNAL OF STATISTICS, 2010, 37 (04) :680-700
[3]   Fitting marginal accelerated failure time models to clustered survival data with potentially informative cluster size [J].
Fan, Jie ;
Datta, Somnath .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2011, 55 (12) :3295-3303
[4]   A CLASS OF RANK TEST PROCEDURES FOR CENSORED SURVIVAL-DATA [J].
HARRINGTON, DP ;
FLEMING, TR .
BIOMETRIKA, 1982, 69 (03) :553-566
[5]   A CLASS OF STATISTICS WITH ASYMPTOTICALLY NORMAL DISTRIBUTION [J].
HOEFFDING, W .
ANNALS OF MATHEMATICAL STATISTICS, 1948, 19 (03) :293-325
[6]   Censored regression with the multistate accelerated sojourn times model [J].
Huang, YJ .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2002, 64 :17-29
[7]  
LATTA RB, 1977, BIOMETRIKA, V64, P633, DOI 10.1093/biomet/64.3.633
[8]   Nonparametric tests for the gap time distributions of serial events based on censored data [J].
Lin, DY ;
Ying, ZL .
BIOMETRICS, 2001, 57 (02) :369-375
[9]   ON A TEST OF WHETHER ONE OF 2 RANDOM VARIABLES IS STOCHASTICALLY LARGER THAN THE OTHER [J].
MANN, HB ;
WHITNEY, DR .
ANNALS OF MATHEMATICAL STATISTICS, 1947, 18 (01) :50-60
[10]   REGRESSION WITH FRAILTY IN SURVIVAL ANALYSIS [J].
MCGILCHRIST, CA ;
AISBETT, CW .
BIOMETRICS, 1991, 47 (02) :461-466