Title Estimation of single index model with missing response at random
Authors Wang, Yanhua
Shen, Junshan
He, Shuyuan
Wang, Qihua
Affiliation Capital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China.
Beijing Inst Technol, Beijing 100081, Peoples R China.
Peking Univ, Sch Math Sci, Beijing, Peoples R China.
Chinese Acad Math & Syst Sci, Beijing, Peoples R China.
Keywords Single index model
Missing at random
Central limit theory
Law of the iterated logarithm
Unknown link function
EMPIRICAL LIKELIHOOD
CENSORED REGRESSION
SELECTIONS
Issue Date 2010
Publisher journal of statistical planning and inference
Citation JOURNAL OF STATISTICAL PLANNING AND INFERENCE.2010,140,(7),1671-1690.
Abstract Under missing at random, we estimate the unknown link function and the direction parameter in a single index model. The central limit theory and the convergence rate of the law of the iterated logarithm for the estimator of the direction parameter are derived, the optimal convergence rate for the estimator of the link function is obtained and simulation results support the theoretical results of the paper. (C) 2010 Elsevier B.V. All rights reserved.
URI http://hdl.handle.net/20.500.11897/243541
ISSN 0378-3758
DOI 10.1016/j.jspi.2009.11.017
Indexed SCI(E)
Appears in Collections: 数学科学学院

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