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Additive mixed effect model for recurrent gap time data
Ding, Jieli1; Sun, Liuquan2
2017-04-01
发表期刊LIFETIME DATA ANALYSIS
ISSN1380-7870
卷号23期号:2页码:223-253
摘要Gap times between recurrent events are often of primary interest in medical and observational studies. The additive hazards model, focusing on risk differences rather than risk ratios, has been widely used in practice. However, the marginal additive hazards model does not take the dependence among gap times into account. In this paper, we propose an additive mixed effect model to analyze gap time data, and the proposed model includes a subject-specific random effect to account for the dependence among the gap times. Estimating equation approaches are developed for parameter estimation, and the asymptotic properties of the resulting estimators are established. In addition, some graphical and numerical procedures are presented for model checking. The finite sample behavior of the proposed methods is evaluated through simulation studies, and an application to a data set from a clinic study on chronic granulomatous disease is provided.
关键词Additive mixed effect model Estimating equation Gap times Random effects Recurrent event data
DOI10.1007/s10985-015-9341-0
语种英语
资助项目National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11101314] ; National Natural Science Foundation of China[11171330] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; BCMIIS
WOS研究方向Mathematics
WOS类目Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS记录号WOS:000396792600004
出版者SPRINGER
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/25214
专题应用数学研究所
通讯作者Sun, Liuquan
作者单位1.Wuhan Univ, Sch Math & Stat, Wuhan 430072, Hubei, Peoples R China
2.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China
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Ding, Jieli,Sun, Liuquan. Additive mixed effect model for recurrent gap time data[J]. LIFETIME DATA ANALYSIS,2017,23(2):223-253.
APA Ding, Jieli,&Sun, Liuquan.(2017).Additive mixed effect model for recurrent gap time data.LIFETIME DATA ANALYSIS,23(2),223-253.
MLA Ding, Jieli,et al."Additive mixed effect model for recurrent gap time data".LIFETIME DATA ANALYSIS 23.2(2017):223-253.
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