KMS Of Academy of mathematics and systems sciences, CAS
A semiparametric additive rate model for a modulated renewal process | |
Chen, Xin1; Ding, Jieli2; Sun, Liuquan1 | |
2018-10-01 | |
发表期刊 | LIFETIME DATA ANALYSIS |
ISSN | 1380-7870 |
卷号 | 24期号:4页码:675-698 |
摘要 | Recurrent event data from a long single realization are widely encountered in point process applications. Modeling and analyzing such data are different from those for independent and identical short sequences, and the development of statistical methods requires careful consideration of the underlying dependence structure of the long single sequence. In this paper, we propose a semiparametric additive rate model for a modulated renewal process, and develop an estimating equation approach for the model parameters. The asymptotic properties of the resulting estimators are established by applying the limit theory for stationary mixing sequences. A block-based bootstrap procedure is presented for the variance estimation. Simulation studies are conducted to assess the finite-sample performance of the proposed estimators. An application to a data set from a cardiovascular mortality study is provided. |
关键词 | Additive rate model Block bootstrap Estimating equation Mixing condition Modulated renewal process Recurrent event data |
DOI | 10.1007/s10985-017-9413-4 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[11771431] ; National Natural Science Foundation of China[11690015] ; National Natural Science Foundation of China[11671310] ; 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:000452912700011 |
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/31897 |
专题 | 应用数学研究所 |
通讯作者 | Sun, Liuquan |
作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing 100190, Peoples R China 2.Wuhan Univ, Sch Math & Stat, Wuhan 430072, Hubei, Peoples R China |
推荐引用方式 GB/T 7714 | Chen, Xin,Ding, Jieli,Sun, Liuquan. A semiparametric additive rate model for a modulated renewal process[J]. LIFETIME DATA ANALYSIS,2018,24(4):675-698. |
APA | Chen, Xin,Ding, Jieli,&Sun, Liuquan.(2018).A semiparametric additive rate model for a modulated renewal process.LIFETIME DATA ANALYSIS,24(4),675-698. |
MLA | Chen, Xin,et al."A semiparametric additive rate model for a modulated renewal process".LIFETIME DATA ANALYSIS 24.4(2018):675-698. |
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