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Status已发表Published
TitleMultistate analysis of multitype recurrent event and failure time data with event feedbacks in biomarkers
Creator
Date Issued2021-06
Source PublicationScandinavian Journal of Statistics
ISSN0303-6898
Abstract

In this paper we propose a class of multistate models for the analysis of multitype recurrent event and failure time data when there are past event feedbacks in longitudinal biomarkers. It can well incorporate various effects, including time-dependent and time-independent effects, of different event paths or the number of occurrences of events of different types. Asymptotic unbiased estimating equations based on polynomial splines approximation are developed. The consistency and asymptotic normality of the proposed estimators are provided. Simulation studies show that the naive estimators which either ignore the past event feedback or the measurement errors are biased. Our method has a better coverage probability of the time-varying/constant coefficients, compared to the naive methods. An application to the dataset from the Atherosclerosis Risk in Communities Study, which is also the motivating example to develop the method, is presented. © 2021 The Authors. Scandinavian Journal of Statistics published by John Wiley & Sons Ltd on behalf of The Board of the Foundation of the Scandinavian Journal of Statistics.

Keywordcardiovascular disease measurement errors multistate process past event feedback semiparametric coefficients
DOI10.1111/sjos.12545
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaMathematics
WOS SubjectStatistics & Probability
WOS IDWOS:000672520900001
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/5063
CollectionResearch outside affiliated institution
Affiliation
Department of Mathematics, The University of Manchester, Manchester, United Kingdom
Recommended Citation
GB/T 7714
Ma, Chuoxin,Pan, Jianxin. Multistate analysis of multitype recurrent event and failure time data with event feedbacks in biomarkers[J]. Scandinavian Journal of Statistics, 2021.
APA Ma, Chuoxin, & Pan, Jianxin. (2021). Multistate analysis of multitype recurrent event and failure time data with event feedbacks in biomarkers. Scandinavian Journal of Statistics.
MLA Ma, Chuoxin,et al."Multistate analysis of multitype recurrent event and failure time data with event feedbacks in biomarkers". Scandinavian Journal of Statistics (2021).
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