Longitudinal data analysis based on generalized linear partially varying-coefficient models

doi:10.1080/03610926.2015.1032421

	Longitudinal data analysis based on generalized linear partially varying-coefficient models
	Rong, Yaohua ; Tang, Manlai ; Tian, Maozai
	2017
发表期刊	COMMUNICATIONS IN STATISTICS-THEORY AND METHODS
卷号	46 期号:4 页码:1983-2001
摘要	In this article, we consider a generalized linear partially varying-coefficient model for longitudinal data analysis. A local quasi-likelihood method is proposed to estimate the constant-coefficient and varying-coefficient functions simultaneously based on the local polynomial kernel regression. The corresponding standard error estimates are derived. Large sample properties are investigated. The proposed methodologies are demonstrated by extensive simulation studies and a real example.
关键词	Generalized estimating equations local polynomial kernel regression varying-coefficient models working correlation matrix 62G09
DOI	10.1080/03610926.2015.1032421
收录类别	SCI ; EI ; SCOPUS ; SCIE
ISSN	0361-0926
语种	英语
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000388881600032
出版者	TAYLOR & FRANCIS INC
EI入藏号	20164803056141
原始文献类型	Article
EISSN	1532-415X
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/1133
专题	统计与数据科学学院
作者单位	1.Beijing Univ Technol, Sch Appl Sci, Beijing, Peoples R China; 2.Hang Seng Management Coll, Dept Math & Stat, Shatin, Peoples R China; 3.Renmin Univ China, Sch Stat, Ctr Appl Stat, Beijing, Peoples R China; 4.Lanzhou Univ Finance & Econ, Sch Stat, Lanzhou, Gansu, Peoples R China; 5.Xinjing Univ Finance & Econ, Sch Stat & Informat, Xinjiang, Peoples R China
推荐引用方式 GB/T 7714	Rong, Yaohua,Tang, Manlai,Tian, Maozai. Longitudinal data analysis based on generalized linear partially varying-coefficient models[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,2017,46(4):1983-2001.
APA	Rong, Yaohua,Tang, Manlai,&Tian, Maozai.(2017).Longitudinal data analysis based on generalized linear partially varying-coefficient models.COMMUNICATIONS IN STATISTICS-THEORY AND METHODS,46(4),1983-2001.
MLA	Rong, Yaohua,et al."Longitudinal data analysis based on generalized linear partially varying-coefficient models".COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 46.4(2017):1983-2001.