KMS Of Academy of mathematics and systems sciences, CAS
| Fine-Gray proportional subdistribution hazards model for competing risks data under length-biased sampling | |
Zhang, Feipeng1; Peng, Heng2; Zhou, Yong3,4
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| 2019 | |
| Source Publication | STATISTICS AND ITS INTERFACE
 |
| ISSN | 1938-7989 |
| Volume | 12Issue:1Pages:107-122 |
| Abstract | 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. |
| Keyword | Competing risks data Length-biased sampling Fine-Gray model Model checking techniques |
| Language | 英语 |
| Funding Project | 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 Research Area | Mathematical & Computational Biology ; Mathematics |
| WOS Subject | Mathematical & Computational Biology ; Mathematics, Interdisciplinary Applications |
| WOS ID | WOS:000460758600010 |
| Publisher | INT PRESS BOSTON, INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/33463 |
| Collection | 应用数学研究所 |
| Corresponding Author | Peng, Heng |
| Affiliation | 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 |
| Recommended Citation 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. |
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