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Local composite partial likelihood estimation for length-biased and right-censored data
Xu, Da1; Zhou, Yong2,3,4
2019-09-22
Source PublicationJOURNAL OF STATISTICAL COMPUTATION AND SIMULATION
ISSN0094-9655
Volume89Issue:14Pages:2661-2677
AbstractLength-biased data, which are often encountered in engineering, economics and epidemiology studies, are generally subject to right censoring caused by the research ending or the follow-up loss. The structure of length-biased data is distinct from conventional survival data, since the independent censoring assumption is often violated due to the biased sampling. In this paper, a proportional hazard model with varying coefficients is considered for the length-biased and right-censored data. A local composite likelihood procedure is put forward for the estimation of unknown coefficient functions in the model, and large sample properties of the proposed estimators are also obtained. Additionally, an extensive simulation studies are conducted to assess the finite sample performance of the proposed method and a data set from the Academy Awards is analyzed.
KeywordLength-biased and right-censored data proportional hazard model composite partial likelihood varying-coefficient model
DOI10.1080/00949655.2019.1628963
Language英语
Funding ProjectState 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 AreaComputer Science ; Mathematics
WOS SubjectComputer Science, Interdisciplinary Applications ; Statistics & Probability
WOS IDWOS:000474186300001
PublisherTAYLOR & FRANCIS LTD
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/35093
Collection应用数学研究所
Corresponding AuthorXu, Da
Affiliation1.Jilin Univ, Ctr Appl Stat Res, Sch Math, Changchun 130012, Jilin, Peoples R China
2.East China Normal Univ, Fac Econ & Management, Inst Stat & Interdisciplinary Sci, Shanghai, Peoples R China
3.East China Normal Univ, Fac Econ & Management, Sch Staist, Shanghai, Peoples R China
4.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China
Recommended Citation
GB/T 7714
Xu, Da,Zhou, Yong. Local composite partial likelihood estimation for length-biased and right-censored data[J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION,2019,89(14):2661-2677.
APA Xu, Da,&Zhou, Yong.(2019).Local composite partial likelihood estimation for length-biased and right-censored data.JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION,89(14),2661-2677.
MLA Xu, Da,et al."Local composite partial likelihood estimation for length-biased and right-censored data".JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION 89.14(2019):2661-2677.
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