A class of transformation rate models for recurrent event data

doi:10.1007/s11425-015-0816-x

CSpace

	A class of transformation rate models for recurrent event data
	Zhang Hu 1; Yang QingLong 1; Qu LianQiang 2
	2016-11-01
发表期刊	SCIENCE CHINA-MATHEMATICS
ISSN	1674-7283
卷号	59 期号:11 页码:2227-2244
摘要	Recurrent event data frequently occur in longitudinal studies, and it is often of interest to estimate the effects of covariates on the recurrent event rate. This paper considers a class of semiparametric transformation rate models for recurrent event data, which uses an additive Aalen model as its covariate dependent baseline. The new models are flexible in that they allow for both additive and multiplicative covariate effects, and some covariate effects are allowed to be nonparametric and time-varying. An estimating procedure is proposed for parameter estimation, and the resulting estimators are shown to be consistent and asymptotically normal. Simulation studies and a real data analysis demonstrate that the proposed method performs well and is appropriate for practical use.
关键词	Aalen model estimating equations recurrent event data time-varying coefficients transformation rate models
DOI	10.1007/s11425-015-0816-x
语种	英语
资助项目	National Natural Science Foundation of China[11301545] ; National Natural Science Foundation of China[11501578] ; National Natural Science Foundation of China[11501579]
WOS研究方向	Mathematics
WOS类目	Mathematics, Applied ; Mathematics
WOS记录号	WOS:000386577700008
出版者	SCIENCE PRESS
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/23921
专题	中国科学院数学与系统科学研究院
通讯作者	Yang QingLong
作者单位	1.Zhongnan Univ Econ & Law, Sch Math & Stat, Wuhan 430073, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Zhang Hu,Yang QingLong,Qu LianQiang. A class of transformation rate models for recurrent event data[J]. SCIENCE CHINA-MATHEMATICS,2016,59(11):2227-2244.
APA	Zhang Hu,Yang QingLong,&Qu LianQiang.(2016).A class of transformation rate models for recurrent event data.SCIENCE CHINA-MATHEMATICS,59(11),2227-2244.
MLA	Zhang Hu,et al."A class of transformation rate models for recurrent event data".SCIENCE CHINA-MATHEMATICS 59.11(2016):2227-2244.