Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling

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	Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling
	Zhang, Feipeng 1; Peng, Heng 2; Zhou, Yong3,4
刊名	STATISTICS AND ITS INTERFACE
	2019
卷号	12 期号:1 页码:107-122
关键词	Competing risks data Length-biased sampling Fine-Gray model Model checking techniques
ISSN号	1938-7989
英文摘要	In this paper, we study the Fine-Gray proportional sub-distribution hazards model for the competing risks data under length-biased sampling. To exploit the special structure of length-biased sampling, we propose an unbiased estimating equation estimator, which can handle both covariate-independent censoring and the covariate-dependent censoring. The large sample properties of the proposed estimator are derived, model-checking techniques for the model adequacy are developed, and the pointwise confidence intervals and the simultaneous confidence bands for the predicted cumulative incidence functions are also constructed. Simulation studies are conducted to assess the finite sample performance of the proposed estimator. An application to the employment data illustrates the method and theory.
资助项目	National Natural Science Foundation of China[11771133] ; National Natural Science Foundation of China[11401194] ; CEGR grant of the Research Grants Council of Hong Kong[HKBU 12302615] ; CEGR grant of the Research Grants Council of Hong Kong[HKBU 12303618] ; FRG grants from Hong Kong Baptist University[FRG2/16-17/042] ; Natural Science Foundation of Hunan Province, China[2017JJ3021] ; State Key Program of National Natural Science Foundation of China[71331006] ; State Key Program in the Major Research Plan of National Natural Science Foundation of China[91546202]
WOS研究方向	Mathematical & Computational Biology ; Mathematics
语种	英语
出版者	INT PRESS BOSTON, INC
WOS记录号	WOS:000460758600010
内容类型	期刊论文
源URL	[http://ir.amss.ac.cn/handle/2S8OKBNM/33463]
专题	应用数学研究所
通讯作者	Peng, Heng
作者单位	1.Hunan Normal Univ, Sch Math & Stat, Changsha 410081, Hunan, Peoples R China 2.Hong Kong Baptist Univ, Dept Math, Hong Kong, Peoples R China 3.East China Normal Univ, Sch Stat, Shanghai 200241, Peoples R China 4.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Feipeng,Peng, Heng,Zhou, Yong. Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling[J]. STATISTICS AND ITS INTERFACE,2019,12(1):107-122.
APA	Zhang, Feipeng,Peng, Heng,&Zhou, Yong.(2019).Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling.STATISTICS AND ITS INTERFACE,12(1),107-122.
MLA	Zhang, Feipeng,et al."Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling".STATISTICS AND ITS INTERFACE 12.1(2019):107-122.