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Transformed linear quantile regression with censored survival data

文献类型：期刊论文

作者Miao, Rui1; Sun, Liuquan1; Tian, Guo-Liang2
刊名STATISTICS AND ITS INTERFACE
出版日期2016
卷号9期号:2页码:131-139
关键词Censored survival data Box-Cox transformation Martingale Quantile regression Resampling
ISSN号1938-7989
英文摘要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.
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
语种英语
WOS记录号WOS:000371192600001
出版者INT PRESS BOSTON, INC
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/22188]  
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.

入库方式： OAI收割

来源：数学与系统科学研究院

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