Semiparametric linear transformation model with differential measurement error and validation sampling

doi:10.1016/j.jmva.2015.05.017

CORC > 数学与系统科学研究院 > 中国科学院数学与系统科学研究院 > 应用数学研究所

	Semiparametric linear transformation model with differential measurement error and validation sampling
	Wang, Xuan; Wang, Qihua
刊名	JOURNAL OF MULTIVARIATE ANALYSIS
	2015-10-01
卷号	141 页码:67-80
关键词	Right-censored data Transformation model Estimating equation
ISSN号	0047-259X
DOI	10.1016/j.jmva.2015.05.017
英文摘要	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.
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
语种	英语
出版者	ELSEVIER INC
WOS记录号	WOS:000361076100005
内容类型	期刊论文
源URL	[http://ir.amss.ac.cn/handle/2S8OKBNM/20746]
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.