Dynamic semiparametric transformation models for recurrent event data with a terminal event
文献类型：期刊论文
| 作者 | Jin, Jin1; Song, Xinyuan2; Sun, Liuquan3,4
|
| 刊名 | STATISTICS IN MEDICINE
 |
| 出版日期 | 2022-09-19 |
| 页码 | 16 |
| 关键词 | dynamic regression marginal modeling recurrent events terminal event time-varying coefficients transformation models |
| ISSN号 | 0277-6715 |
| DOI | 10.1002/sim.9577 |
| 英文摘要 | Recurrent event data with a terminal event commonly arise in many longitudinal follow-up studies. This article proposes a class of dynamic semiparametric transformation models for the marginal mean functions of the recurrent events with a terminal event, where some covariate effects may be time-varying. An estimation procedure is developed for the model parameters, and the asymptotic properties of the resulting estimators are established. In addition, relevant significance tests are suggested for examining whether or not covariate effects vary with time, and a model checking procedure is presented for assessing the adequacy of the proposed models. The finite sample performance of the proposed estimators is examined through simulation studies, and an application to a medical cost study of chronic heart failure patients is provided. |
| 资助项目 | National Natural Science Foundation of China[12171463] ; National Natural Science Foundation of China[11771431] ; National Natural Science Foundation of China[11690015] ; Research Grant Council of the Hong Kong Special Administrative Region[14302220] |
| WOS研究方向 | Mathematical & Computational Biology ; Public, Environmental & Occupational Health ; Medical Informatics ; Research & Experimental Medicine ; Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000857871700001 |
| 出版者 | WILEY |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/61007]  |
| 专题 | 应用数学研究所 |
| 通讯作者 | Sun, Liuquan |
| 作者单位 | 1.Univ Sci & Technol Beijing, Sch Math & Phys, Beijing, Peoples R China 2.Chinese Univ Hong Kong, Dept Stat, Hong Kong, Peoples R China 3.Chinese Acad Sci, Acad Math & Syst Sci, Inst Appl Math, Beijing, Peoples R China 4.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Jin, Jin,Song, Xinyuan,Sun, Liuquan. Dynamic semiparametric transformation models for recurrent event data with a terminal event[J]. STATISTICS IN MEDICINE,2022:16. |
| APA | Jin, Jin,Song, Xinyuan,&Sun, Liuquan.(2022).Dynamic semiparametric transformation models for recurrent event data with a terminal event.STATISTICS IN MEDICINE,16. |
| MLA | Jin, Jin,et al."Dynamic semiparametric transformation models for recurrent event data with a terminal event".STATISTICS IN MEDICINE (2022):16. |
入库方式： OAI收割
来源：数学与系统科学研究院
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