empirical process;
Gaussian process;
mean residual life;
random symmetrization;
bootstrap;
local power;
D O I:
10.1016/S0378-3758(02)00091-5
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:
In this paper, goodness-of-fit testing for the mean residual life regression model recently proposed by Maguluri and Zhang (1994) is studied. The test statistic is derived from a model-based process which is asymptotically Gaussian. Since the asymptotic covariance structure appears to be very complicated and depends on the underlying distribution of the data, the limiting null distribution of the test statistic is analytically intractable. Two resampling approaches, namely the so-called random symmetrization and the well-known bootstrap method, are used to approximate critical values of the test. Given any set of data coming from the null hypothesis, the conditional distributions generated from both methods are asymptotically equal to the limiting distribution of the test statistic. In addition, the proposed random symmetrization method can detect local alternatives which approach the null model at the rate n(-1/2). A simulation study indicates that the distributional approximation through random symmetrization outperforms the bootstrap for small sample sizes. Moreover the former is computationally more efficient. (C) 2002 Elsevier Science B.V. All rights reserved.
机构:
Key Laboratory of Applied Statistics of MOE and School of Mathematics and Statistics,Northeast Normal UniversityKey Laboratory of Applied Statistics of MOE and School of Mathematics and Statistics,Northeast Normal University
Da XU
Yong ZHOU
论文数: 0引用数: 0
h-index: 0
机构:
Academy of Mathematics and Systems Sciences, Chinese Academy of Sciences
Key Laboratory of Advanced Theory and Application in Statistics and Data Science, MOE, Academy of Statistics and Interdisciplinary Sciences, East China Normal UniversityKey Laboratory of Applied Statistics of MOE and School of Mathematics and Statistics,Northeast Normal University
机构:
Northeast Normal Univ, Key Lab Appl Stat, MOE, Changchun 130024, Peoples R China
Northeast Normal Univ, Sch Math & Stat, Changchun 130024, Peoples R ChinaNortheast Normal Univ, Key Lab Appl Stat, MOE, Changchun 130024, Peoples R China
Xu, Da
Zhou, Yong
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, Acad Stat & Interdisciplinary Sci, Key Lab Adv Theory & Applicat Stat & Data Sci, MOE, Shanghai 200062, Peoples R China
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaNortheast Normal Univ, Key Lab Appl Stat, MOE, Changchun 130024, Peoples R China
机构:
Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100080, Peoples R ChinaChinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100080, Peoples R China
Sun, Liuquan
Zhang, Zhigang
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10065 USAChinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100080, Peoples R China