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STRONG CONVERGENCE RATES OF SEVERAL ESTIMATORS IN SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS
Zhou Yong1,2; You Jinhong2,3; Wang Xiaojing1
2009-09-01
发表期刊ACTA MATHEMATICA SCIENTIA
ISSN0252-9602
卷号29期号:5页码:1113-1127
摘要This article is concerned with the estimating problem of semiparametric varying-coefficient partially linear regression models. By combining the local polynomial and least squares procedures Fan and Huang (2005) proposed a profile least squares estimator for the parametric component and established its asymptotic normality. We further show that the profile least squares estimator can achieve the law of iterated logarithm. Moreover, we study the estimators of the functions characterizing the non-linear part as well as the error variance. The strong convergence rate and the law of iterated logarithm are derived for them, respectively.
关键词partially linear regression model varying-coefficient profile leastsquares error variance strong convergence rate law of iterated logarithm
语种英语
资助项目National Natural Science Funds for Distinguished Young Scholar[70825004] ; National Natural Science Foundation of China (NSFC)[10731010] ; National Natural Science Foundation of China (NSFC)[10628104] ; National Basic Research Program[2007CB814902] ; Creative Research Groups of China[10721101] ; Leading Academic Discipline Program ; 10th five year plan of 211 Project for Shanghai University of Finance and Economics ; 211 Project for Shanghai University of Finance and Economics
WOS研究方向Mathematics
WOS类目Mathematics
WOS记录号WOS:000270313100001
出版者ELSEVIER SCIENCE INC
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文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/9042
专题应用数学研究所
通讯作者Zhou Yong
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
2.Shanghai Univ Finance & Econ, Dept Stat, Shanghai 200433, Peoples R China
3.Univ N Carolina, Dept Biostat, Chapel Hill, NC USA
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Zhou Yong,You Jinhong,Wang Xiaojing. STRONG CONVERGENCE RATES OF SEVERAL ESTIMATORS IN SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS[J]. ACTA MATHEMATICA SCIENTIA,2009,29(5):1113-1127.
APA Zhou Yong,You Jinhong,&Wang Xiaojing.(2009).STRONG CONVERGENCE RATES OF SEVERAL ESTIMATORS IN SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS.ACTA MATHEMATICA SCIENTIA,29(5),1113-1127.
MLA Zhou Yong,et al."STRONG CONVERGENCE RATES OF SEVERAL ESTIMATORS IN SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS".ACTA MATHEMATICA SCIENTIA 29.5(2009):1113-1127.
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