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Proportional Mean Residual Life Model with Varying Coefficients for Length-Biased and Right-Censored Data
Xu, Da1,2; Zhou, Yong3,4
2020-05-01
发表期刊ACTA MATHEMATICA SINICA-ENGLISH SERIES
ISSN1439-8516
卷号36期号:5页码:578-596
摘要Length-biased data are encountered in many fields, including economics, engineering and epidemiological cohort studies. There are two main challenges in the analysis of such data: the assumption of independent censoring is violated and the assumed model for the underlying population is no longer satisfied for the observed data. In this paper, a proportional mean residual life varying-coefficient model for length-biased data is considered and a local pseudo likelihood method is proposed for estimating the coefficient functions in the model. Asymptotic properties are investigated for the proposed estimators. The finite sample performance of the proposed methodology is demonstrated by simulation studies. Finally, the method is applied to a real data set concerning the Academy Awards.
关键词Length-biased data proportional hazards model mean residual life varying-coefficient model
DOI10.1007/s10114-020-8079-0
收录类别SCI
语种英语
资助项目State Key Program of National Natural Science Foundation of China[71931004] ; State Key Program in the Major Research Plan of National Natural Science Foundation of China[91546202]
WOS研究方向Mathematics
WOS类目Mathematics, Applied ; Mathematics
WOS记录号WOS:000529074400005
出版者SPRINGER HEIDELBERG
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/51385
专题应用数学研究所
通讯作者Xu, Da
作者单位1.Northeast Normal Univ, Key Lab Appl Stat, MOE, Changchun 130024, Peoples R China
2.Northeast Normal Univ, Sch Math & Stat, Changchun 130024, Peoples R China
3.East China Normal Univ, Acad Stat & Interdisciplinary Sci, Key Lab Adv Theory & Applicat Stat & Data Sci, MOE, Shanghai 200062, Peoples R China
4.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
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Xu, Da,Zhou, Yong. Proportional Mean Residual Life Model with Varying Coefficients for Length-Biased and Right-Censored Data[J]. ACTA MATHEMATICA SINICA-ENGLISH SERIES,2020,36(5):578-596.
APA Xu, Da,&Zhou, Yong.(2020).Proportional Mean Residual Life Model with Varying Coefficients for Length-Biased and Right-Censored Data.ACTA MATHEMATICA SINICA-ENGLISH SERIES,36(5),578-596.
MLA Xu, Da,et al."Proportional Mean Residual Life Model with Varying Coefficients for Length-Biased and Right-Censored Data".ACTA MATHEMATICA SINICA-ENGLISH SERIES 36.5(2020):578-596.
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