KMS Of Academy of mathematics and systems sciences, CAS
Block empirical likelihood for longitudinal partially linear regression models | |
You, JH; Chen, GM; Zhou, Y![]() | |
2006-03-01 | |
发表期刊 | CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE
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ISSN | 0319-5724 |
卷号 | 34期号:1页码:79-96 |
摘要 | The authors propose a block empirical likelihood procedure to accommodate the within-group correlation in longitudinal partially linear regression models. This leads them to prove a nonparametric version of the Wilks theorem. In comparison with normal approximations, their method does not require a consistent estimator for the asymptotic covariance matrix, which makes it easier to conduct inference on the parametric component of the model. An application to a longitudinal study on fluctuations of progesterone level in a menstrual cycle is used to illustrate the procedure developed here. |
关键词 | block empirical likelihood confidence region longitudinal data partially linear regression model semiparametric inference Wilks theorem |
语种 | 英语 |
WOS研究方向 | Mathematics |
WOS类目 | Statistics & Probability |
WOS记录号 | WOS:000237203900006 |
出版者 | CANADIAN JOURNAL STATISTICS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/3300 |
专题 | 应用数学研究所 |
通讯作者 | You, JH |
作者单位 | 1.Univ N Carolina, Dept Biostat, Chapel Hill, NC 27599 USA 2.Univ Calgary, Dept Math & Stat, Calgary, AB T2N 1N4, Canada 3.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | You, JH,Chen, GM,Zhou, Y. Block empirical likelihood for longitudinal partially linear regression models[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,2006,34(1):79-96. |
APA | You, JH,Chen, GM,&Zhou, Y.(2006).Block empirical likelihood for longitudinal partially linear regression models.CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,34(1),79-96. |
MLA | You, JH,et al."Block empirical likelihood for longitudinal partially linear regression models".CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 34.1(2006):79-96. |
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