Statistical inference for multivariate partially linear regression models | |
You, Jinhong1; Zhou, Yong1,2; Chen, Gemai3,4 | |
刊名 | CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE
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2013-03 | |
卷号 | 41期号:1页码:1-22 |
关键词 | Contemporaneous correlation partially linear regression profile least squares semiparametric efficiency two-stage estimation MSC 2010: Primary 62H12 secondary 62A10 |
ISSN号 | 0319-5724 |
DOI | 10.1002/cjs.11169 |
英文摘要 | In this paper we study a class of multivariate partially linear regression models. Various estimators for the parametric component and the nonparametric component are constructed and their asymptotic normality established. In particular, we propose an estimator of the contemporaneous correlation among the multiple responses and develop a test for detecting the existence of such contemporaneous correlation without using any nonparametric estimation. The performance of the proposed estimators and test is evaluated through some simulation studies and an analysis of a real data set is used to illustrate the developed methodology. The Canadian Journal of Statistics 41: 122; 2013 (c) 2013 Statistical Society of Canada |
WOS研究方向 | Mathematics |
语种 | 英语 |
出版者 | WILEY-BLACKWELL |
WOS记录号 | WOS:000315142400001 |
内容类型 | 期刊论文 |
源URL | [http://10.2.47.112/handle/2XS4QKH4/2006] ![]() |
专题 | 上海财经大学 |
通讯作者 | Chen, Gemai |
作者单位 | 1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China; 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China; 3.Univ Calgary, Dept Math & Stat, Calgary, AB T2N 1N4, Canada; 4.Yunnan Univ Finance & Econ, Sch Math & Stat, Kunming 650221, Peoples R China |
推荐引用方式 GB/T 7714 | You, Jinhong,Zhou, Yong,Chen, Gemai. Statistical inference for multivariate partially linear regression models[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,2013,41(1):1-22. |
APA | You, Jinhong,Zhou, Yong,&Chen, Gemai.(2013).Statistical inference for multivariate partially linear regression models.CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,41(1),1-22. |
MLA | You, Jinhong,et al."Statistical inference for multivariate partially linear regression models".CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 41.1(2013):1-22. |
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