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Optimal estimation in surrogate outcome regression problems
Duan, Xiaogang3; Qin, Jing2; Wang, Qihua1,3
2010-12-01
发表期刊CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE
ISSN0319-5724
卷号38期号:4页码:633-646
摘要The authors consider a double robust estimation of the regression parameter defined by an estimating equation in a surrogate outcome set up Under a correct specification of the propensity score the proposed estimator has smallest trace of asymptotic covariance matrix whether the working outcome regression model involved is specified correct or not and it is particularly meaningful when it is incorrectly specified Simulations are conducted to examine the finite sample performance of the proposed procedure Data on obesity and high blood pressure are analyzed for illustration The Canadian Journal of Static tics 38 633-646, 2010 (C) 2010 Statistical Society of Canada
关键词Estimating equations minimization of the trace or covariance matrix missing data propensity score surrogate outcome
语种英语
资助项目National Science Fund for Distinguished Young Scholars in China[10725106] ; National Natural Science Foundation of China[10671198] ; National Science Fund for Creative Research Groups in China ; Key Lab of Complex Structure and Data Science
WOS研究方向Mathematics
WOS类目Statistics & Probability
WOS记录号WOS:000284674900007
出版者WILEY-BLACKWELL PUBLISHING, INC
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/10414
专题应用数学研究所
通讯作者Wang, Qihua
作者单位1.Yunnan Univ, Dept Math & Stat, Kunming 650091, Peoples R China
2.NIAID, NIH, Bethesda, MD 20892 USA
3.Chinese Acad Sci, Acad Math & Syst, Beijing 100190, Peoples R China
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GB/T 7714
Duan, Xiaogang,Qin, Jing,Wang, Qihua. Optimal estimation in surrogate outcome regression problems[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,2010,38(4):633-646.
APA Duan, Xiaogang,Qin, Jing,&Wang, Qihua.(2010).Optimal estimation in surrogate outcome regression problems.CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,38(4),633-646.
MLA Duan, Xiaogang,et al."Optimal estimation in surrogate outcome regression problems".CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 38.4(2010):633-646.
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