Semiparametric model-based inference in the presence of missing responses | |
Wang, Qihua![]() | |
刊名 | BIOMETRIKA
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2008-09-01 | |
卷号 | 95期号:3页码:721-734 |
关键词 | asymptotic efficiency missing response multiple imputation semi-empirical likelihood auxiliary information asymptotic normality |
ISSN号 | 0006-3444 |
DOI | 10.1093/biomet/asn032 |
英文摘要 | We consider a semiparametric model that parameterizes the conditional density of the response, given covariates, but allows the marginal distribution of the covariates to be completely arbitrary. Responses may be missing. A likelihood-based imputation estimator and a semi-empirical-likelihood-based estimator for the parameter vector describing the conditional density are defined and proved to be asymptotically normal. Semi-empirical loglikelihood functions for the parameter vector and the response mean are derived. It is shown that the two semi-empirical loglikelihood functions are distributed asymptotically as weighted chi(2) and scaled chi(2), respectively. |
WOS研究方向 | Life Sciences & Biomedicine - Other Topics ; Mathematical & Computational Biology ; Mathematics |
语种 | 英语 |
出版者 | OXFORD UNIV PRESS |
WOS记录号 | WOS:000258861000014 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/5539] ![]() |
专题 | 应用数学研究所 |
通讯作者 | Wang, Qihua |
作者单位 | Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Qihua,Dai, Pengjie. Semiparametric model-based inference in the presence of missing responses[J]. BIOMETRIKA,2008,95(3):721-734. |
APA | Wang, Qihua,&Dai, Pengjie.(2008).Semiparametric model-based inference in the presence of missing responses.BIOMETRIKA,95(3),721-734. |
MLA | Wang, Qihua,et al."Semiparametric model-based inference in the presence of missing responses".BIOMETRIKA 95.3(2008):721-734. |
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