Transformed linear quantile regression with censored survival data

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	Transformed linear quantile regression with censored survival data
	Miao, Rui 1; Sun, Liuquan1 ; Tian, Guo-Liang 2
	2016
发表期刊	STATISTICS AND ITS INTERFACE
ISSN	1938-7989
卷号	9 期号:2 页码:131-139
摘要	Quantile regression provides a flexible method for analyzing survival data, and attracts considerable interest in survival analysis. In this article, we propose a new inference procedure for a class of power-transformed linear quantile regression models with survival data subject to conditionally independent censoring, and present a two-stage algorithm that is computationally simple and easy to implement. Consistency and asymptotic normality of the resulting estimators are established, and a simple resampling-based inference procedure is developed for variance estimation. The finite-sample behavior of the proposed methods is examined through extensive simulation studies. An application to a real data example from a health maintenance organization is provided.
关键词	Censored survival data Box-Cox transformation Martingale Quantile regression Resampling
语种	英语
资助项目	National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS
WOS研究方向	Mathematical & Computational Biology ; Mathematics
WOS类目	Mathematical & Computational Biology ; Mathematics, Interdisciplinary Applications
WOS记录号	WOS:000371192600001
出版者	INT PRESS BOSTON, 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/22189
专题	应用数学研究所
通讯作者	Sun, Liuquan
作者单位	1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 2.Univ Hong Kong, Dept Stat & Actuarial Sci, Pokfulam Rd, Hong Kong, Hong Kong, Peoples R China
推荐引用方式 GB/T 7714	Miao, Rui,Sun, Liuquan,Tian, Guo-Liang. Transformed linear quantile regression with censored survival data[J]. STATISTICS AND ITS INTERFACE,2016,9(2):131-139.
APA	Miao, Rui,Sun, Liuquan,&Tian, Guo-Liang.(2016).Transformed linear quantile regression with censored survival data.STATISTICS AND ITS INTERFACE,9(2),131-139.
MLA	Miao, Rui,et al."Transformed linear quantile regression with censored survival data".STATISTICS AND ITS INTERFACE 9.2(2016):131-139.