Semiparametric linear transformation model with differential measurement error and validation sampling

doi:10.1016/j.jmva.2015.05.017

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	Semiparametric linear transformation model with differential measurement error and validation sampling
	Wang, Xuan; Wang, Qihua
	2015-10-01
发表期刊	JOURNAL OF MULTIVARIATE ANALYSIS
ISSN	0047-259X
卷号	141 页码:67-80
摘要	For the semiparametric linear transformation model with covariate measurement error and validation sampling, we propose an estimation method to estimate the covariate coefficient. The method updates the validation set based estimator to get a more efficient estimator using the data information available on the whole cohort. It can be used to deal with both differential and nondifferential measurement errors. Consistency and asymptotic normality are established for the proposed estimator and a closed form formula is derived for the limiting variance-covariance matrix. Simulation studies and a real data analysis are used to illustrate the performances of the proposed method. (C) 2015 Elsevier Inc. All rights reserved.
关键词	Right-censored data Transformation model Estimating equation
DOI	10.1016/j.jmva.2015.05.017
语种	英语
资助项目	National Science Fund for Distinguished Young Scholars in China[10725106] ; National Natural Science Foundation of China[11171331] ; National Natural Science Foundation of China[11331011] ; Key Lab of Random Complex Structure and Data Science, CAS ; Natural Science Foundation of SZU
WOS研究方向	Mathematics
WOS类目	Statistics & Probability
WOS记录号	WOS:000361076100005
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/20747
专题	应用数学研究所
通讯作者	Wang, Qihua
作者单位	Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wang, Xuan,Wang, Qihua. Semiparametric linear transformation model with differential measurement error and validation sampling[J]. JOURNAL OF MULTIVARIATE ANALYSIS,2015,141:67-80.
APA	Wang, Xuan,&Wang, Qihua.(2015).Semiparametric linear transformation model with differential measurement error and validation sampling.JOURNAL OF MULTIVARIATE ANALYSIS,141,67-80.
MLA	Wang, Xuan,et al."Semiparametric linear transformation model with differential measurement error and validation sampling".JOURNAL OF MULTIVARIATE ANALYSIS 141(2015):67-80.