Partially linear transformation model for length-biased and right-censored data

doi:10.1080/10485252.2018.1424335

CORC > 上海财经大学 > 上海财经大学

	Partially linear transformation model for length-biased and right-censored data
	Wei, Wenhua 1; Wan, Alan T. K.2; Zhou, Yong 1,3
刊名	JOURNAL OF NONPARAMETRIC STATISTICS
	2018
卷号	30 期号:2 页码:332-367
关键词	Estimating equations length-biased sampling local linear fitting technique partially linear transformation model right-censoring
ISSN号	1048-5252
DOI	10.1080/10485252.2018.1424335
英文摘要	In this paper, we consider a partially linear transformation model for data subject to length-biasedness and right-censoring which frequently arise simultaneously in biometrics and other fields. The partially linear transformation model can account for nonlinear covariate effects in addition to linear effects on survival time, and thus reconciles a major disadvantage of the popular semiparamnetric linear transformation model. We adopt local linear fitting technique and develop an unbiased global and local estimating equations approach for the estimation of unknown covariate effects. We provide an asymptotic justification for the proposed procedure, and develop an iterative computational algorithm for its practical implementation, and a bootstrap resampling procedure for estimating the standard errors of the estimator. A simulation study shows that the proposed method performs well in finite samples, and the proposed estimator is applied to analyse the Oscar data.
WOS研究方向	Mathematics
语种	英语
出版者	TAYLOR & FRANCIS LTD
WOS记录号	WOS:000437353300004
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/767]
专题	上海财经大学
通讯作者	Wei, Wenhua
作者单位	1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai, Peoples R China; 2.City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China; 3.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Wei, Wenhua,Wan, Alan T. K.,Zhou, Yong. Partially linear transformation model for length-biased and right-censored data[J]. JOURNAL OF NONPARAMETRIC STATISTICS,2018,30(2):332-367.
APA	Wei, Wenhua,Wan, Alan T. K.,&Zhou, Yong.(2018).Partially linear transformation model for length-biased and right-censored data.JOURNAL OF NONPARAMETRIC STATISTICS,30(2),332-367.
MLA	Wei, Wenhua,et al."Partially linear transformation model for length-biased and right-censored data".JOURNAL OF NONPARAMETRIC STATISTICS 30.2(2018):332-367.