KMS Of Academy of mathematics and systems sciences, CAS
On the mean residual life regression model | |
Yuen, KC; Zhu, L; Tang, NY | |
2003-05-01 | |
发表期刊 | JOURNAL OF STATISTICAL PLANNING AND INFERENCE |
ISSN | 0378-3758 |
卷号 | 113期号:2页码:685-698 |
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. |
关键词 | empirical process Gaussian process mean residual life random symmetrization bootstrap local power |
语种 | 英语 |
WOS研究方向 | Mathematics |
WOS类目 | Statistics & Probability |
WOS记录号 | WOS:000181546700020 |
出版者 | ELSEVIER SCIENCE BV |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/18999 |
专题 | 中国科学院数学与系统科学研究院 |
作者单位 | 1.Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China 2.Chinese Acad Sci, Inst Appl Math, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Yuen, KC,Zhu, L,Tang, NY. On the mean residual life regression model[J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE,2003,113(2):685-698. |
APA | Yuen, KC,Zhu, L,&Tang, NY.(2003).On the mean residual life regression model.JOURNAL OF STATISTICAL PLANNING AND INFERENCE,113(2),685-698. |
MLA | Yuen, KC,et al."On the mean residual life regression model".JOURNAL OF STATISTICAL PLANNING AND INFERENCE 113.2(2003):685-698. |
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