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A class of mixed models for recurrent event data
Sun, Liuquan2; Zhao, Xingqiu1; Zhou, Jie2
2011-12-01
发表期刊CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE
ISSN0319-5724
卷号39期号:4页码:578-590
摘要In this article, we propose a class of mixed models for recurrent event data. The new models include the proportional rates model and BoxCox transformation rates models as special cases, and allow the effects of covariates on the rate functions of counting processes to be proportional or convergent. For inference on the model parameters, estimating equation approaches are developed. The asymptotic properties of the resulting estimators are established and the finite sample performance of the proposed procedure is evaluated through simulation studies. A real example with data taken from a clinic study on chronic granulomatous disease (CGD) is also illustrated for the use of the proposed methodology. The Canadian Journal of Statistics 39: 578590; 2011. (c) 2011 Statistical Society of Canada
关键词Counting process marginal rate model mixed model partial-score function proportional and Convergent Effects MSC 2010: Primary 62N01 secondary 62N02
DOI10.1002/cjs.10132
语种英语
资助项目National Natural Science Foundation of China[10731010] ; National Natural Science Foundation of China[10971015] ; National Natural Science Foundation of China[11021161] ; National Basic Research Program of China (973 Program)[2007CB814902] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; Research Grant Council of Hong Kong[PolyU504011]
WOS研究方向Mathematics
WOS类目Statistics & Probability
WOS记录号WOS:000297112900002
出版者WILEY-BLACKWELL
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/13020
专题应用数学研究所
通讯作者Zhao, Xingqiu
作者单位1.Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China
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Sun, Liuquan,Zhao, Xingqiu,Zhou, Jie. A class of mixed models for recurrent event data[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,2011,39(4):578-590.
APA Sun, Liuquan,Zhao, Xingqiu,&Zhou, Jie.(2011).A class of mixed models for recurrent event data.CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,39(4),578-590.
MLA Sun, Liuquan,et al."A class of mixed models for recurrent event data".CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 39.4(2011):578-590.
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