Partially linear transformation models with varying coefficients for multivariate failure time data

doi:10.1016/j.jmva.2015.08.008

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	Partially linear transformation models with varying coefficients for multivariate failure time data
	Qiu, Zhiping 1,2; Zhou, Yong2,3
	2015-12-01
发表期刊	JOURNAL OF MULTIVARIATE ANALYSIS
ISSN	0047-259X
卷号	142 页码:144-166
摘要	This paper studies the estimation and inference of Varying coefficients and parameters in the partially linear transformation models for multivariate failure time data. A profile martingale-based estimating method that includes global and local estimating equations is proposed. Asymptotic properties of the estimators are established. Some numerical simulations are given to show the performance of the estimation method in finite-sample situation. In order to reduce the computational burden, a simple and useful one-step estimator method is used. We further suggest a delete-a-group jackknife method to estimate asymptotic variance of estimators. A real data set from the Busselton Population Health Surveys is analyzed to illustrate the proposed methods. (C) 2015 Elsevier Inc. All rights reserved.
关键词	Transformation model Multivariate failure time Estimating equations Local polynomials Varying-coefficients Delete-a-group jackknife
DOI	10.1016/j.jmva.2015.08.008
语种	英语
资助项目	Natural Science Foundation of Fujian Province, China[2015J01583] ; Graduate Creation Funds of Shanghai University of Finance and Economics[CXJJ-2011-432] ; National Natural Science Foundation of China (NSFC)[71271128] ; State Key Program of National Natural Science Foundation of China[71331006] ; NCMIS ; Key Laboratory of RCSDS ; AMSS ; CAS[2008DP173182] ; Shanghai First-class Discipline A and IRTSHUFE, PCSIRT[IRT13077]
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000363821300012
出版者	ELSEVIER 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/21119
专题	应用数学研究所
通讯作者	Qiu, Zhiping
作者单位	1.Huaqiao Univ, Sch Math Sci, Quanzhou 362021, Peoples R China 2.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Qiu, Zhiping,Zhou, Yong. Partially linear transformation models with varying coefficients for multivariate failure time data[J]. JOURNAL OF MULTIVARIATE ANALYSIS,2015,142:144-166.
APA	Qiu, Zhiping,&Zhou, Yong.(2015).Partially linear transformation models with varying coefficients for multivariate failure time data.JOURNAL OF MULTIVARIATE ANALYSIS,142,144-166.
MLA	Qiu, Zhiping,et al."Partially linear transformation models with varying coefficients for multivariate failure time data".JOURNAL OF MULTIVARIATE ANALYSIS 142(2015):144-166.