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A class of Box-Cox transformation models for recurrent event data
Sun, Liuquan1; Tong, Xingwei2; Zhou, Xian3
2011-04-01
发表期刊LIFETIME DATA ANALYSIS
ISSN1380-7870
卷号17期号:2页码:280-301
摘要In this article, we propose a class of Box-Cox transformation models for recurrent event data, which includes the proportional means models as special cases. The new model offers great flexibility in formulating the effects of covariates on the mean functions of counting processes while leaving the stochastic structure completely unspecified. For the inference on the proposed models, we apply a profile pseudo-partial likelihood method to estimate the model parameters via estimating equation approaches and establish large sample properties of the estimators and examine its performance in moderate-sized samples through simulation studies. In addition, some graphical and numerical procedures are presented for model checking. An example of application on a set of multiple-infection data taken from a clinic study on chronic granulomatous disease (CGD) is also illustrated.
关键词Box-Cox transformation model Counting process Marginal model Model checking Profile pseudo-partial likelihood Recurrent events
DOI10.1007/s10985-010-9165-x
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[10721101] ; National Basic Research Program of China (973 Program)[2007CB814902] ; Key Laboratory of RCSDS, CAS[2008DP173182]
WOS研究方向Mathematics
WOS类目Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS记录号WOS:000287664500006
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/11965
专题应用数学研究所
通讯作者Sun, Liuquan
作者单位1.Chinese Acad Sci, Inst Appl Math, Acad Math & Syst Sci, Beijing 100190, Peoples R China
2.Beijing Normal Univ, Sch Math Sci, Beijing 100875, Peoples R China
3.Macquarie Univ, Dept Actuarial Studies, Sydney, NSW 2109, Australia
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GB/T 7714
Sun, Liuquan,Tong, Xingwei,Zhou, Xian. A class of Box-Cox transformation models for recurrent event data[J]. LIFETIME DATA ANALYSIS,2011,17(2):280-301.
APA Sun, Liuquan,Tong, Xingwei,&Zhou, Xian.(2011).A class of Box-Cox transformation models for recurrent event data.LIFETIME DATA ANALYSIS,17(2),280-301.
MLA Sun, Liuquan,et al."A class of Box-Cox transformation models for recurrent event data".LIFETIME DATA ANALYSIS 17.2(2011):280-301.
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