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A class of Box-Cox transformation models for recurrent event data
Sun, Liuquan1; Tong, Xingwei2; Zhou, Xian3
2011-04-01
Source PublicationLIFETIME DATA ANALYSIS
ISSN1380-7870
Volume17Issue:2Pages:280-301
AbstractIn 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.
KeywordBox-Cox transformation model Counting process Marginal model Model checking Profile pseudo-partial likelihood Recurrent events
DOI10.1007/s10985-010-9165-x
Language英语
Funding ProjectNational 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 Research AreaMathematics
WOS SubjectMathematics, Interdisciplinary Applications ; Statistics & Probability
WOS IDWOS:000287664500006
PublisherSPRINGER
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/11965
Collection应用数学研究所
Corresponding AuthorSun, Liuquan
Affiliation1.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
Recommended Citation
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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