A likelihood ratio test against stochastic ordering in several populations

被引:43
作者
Wang, YZ
机构
关键词
asymptotic test; bootstrap test; limiting distribution;
D O I
10.2307/2291595
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
The likelihood ratio test is often used to test hypotheses involving a stochastic ordering. Distribution theory for the likelihood ratio test has been developed only for two stochastically ordered distributions. For testing equality of distributions against a stochastic ordering in several populations, this paper derives the null asymptotic distribution of the likelihood ratio test statistic, which is characterized by minimization problems and has no closed form. A Monte Carlo simulation is conducted to study the limiting distribution. Because the limiting distribution depends on the specific values of the unknown distributions under the null hypothesis, asymptotic and bootstrap approaches are proposed to overcome practical difficulties and implement tests based on the likelihood principle. Asymptotic validities for these tests are established and simulations are carried out to check their performances for finite sample sizes. The tests are applied to an example involving data for survival time for carcinoma of the oropharynx.
引用
收藏
页码:1676 / 1683
页数:8
相关论文
共 20 条
[1]  
BAGAI I, 1989, BIOMETRIKA, V76, P775
[2]   SOME ASYMPTOTIC THEORY FOR THE BOOTSTRAP [J].
BICKEL, PJ ;
FREEDMAN, DA .
ANNALS OF STATISTICS, 1981, 9 (06) :1196-1217
[3]   MAXIMUM LIKELIHOOD ESTIMATION OF DISTRIBUTIONS OF 2 STOCHASTICALLY ORDERED RANDOM VARIABLES [J].
BRUNK, HD ;
FRANCK, WE ;
HANSON, DL ;
HOGG, RV .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1966, 61 (316) :1067-&
[4]   STATISTICAL-INFERENCE FOR UNIFORM STOCHASTIC ORDERING IN SEVERAL POPULATIONS [J].
DYKSTRA, R ;
KOCHAR, S ;
ROBERTSON, T .
ANNALS OF STATISTICS, 1991, 19 (02) :870-888
[5]   A NONPARAMETRIC LIKELIHOOD RATIO TEST [J].
DYKSTRA, RL ;
MADSEN, RW ;
FAIRBANKS, K .
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 1983, 18 (04) :247-264
[7]  
DYKSTRA RL, 1989, BIOMETRIKA, V76, P331
[8]   MAXIMUM-LIKELIHOOD ESTIMATION OF THE SURVIVAL FUNCTIONS OF N-STOCHASTICALLY ORDERED RANDOM-VARIABLES [J].
FELTZ, CJ ;
DYKSTRA, RL .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1985, 80 (392) :1012-1019
[9]   A LIKELIHOOD RATIO TEST FOR STOCHASTIC ORDERING [J].
FRANCK, WE .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1984, 79 (387) :686-691
[10]   CUBE ROOT ASYMPTOTICS [J].
KIM, JY ;
POLLARD, D .
ANNALS OF STATISTICS, 1990, 18 (01) :191-219