Joint analysis of panel count data with an informative observation process and a dependent terminal event
文献类型：期刊论文
| 作者 | Zhou, Jie1; Zhang, Haixiang2; Sun, Liuquan3 ; Sun, Jianguo4
|
| 刊名 | LIFETIME DATA ANALYSIS
 |
| 出版日期 | 2017-10-01 |
| 卷号 | 23期号:4页码:560-584 |
| ISSN号 | 1380-7870 |
| 关键词 | Estimating equation Informative observation process Joint modeling Panel count data Terminal event |
| DOI | 10.1007/s10985-016-9375-y |
| 英文摘要 | Panel count data occur in many clinical and observational studies, and in many situations, the observation process may be informative and also there may exist a terminal event such as death which stops the follow-up. In this article, we propose a new joint model for the analysis of panel count data in the presence of both an informative observation process and a dependent terminal event via two latent variables. For the inference on the proposed models, a class of estimating equations is developed and the resulting estimators are shown to be consistent and asymptotically normal. In addition, a lack-of-fit test is provided for assessing the adequacy of the models. Simulation studies suggest that the proposed approach works well for practical situations. A real example from a bladder cancer clinical trial is used to illustrate the proposed methods. |
| 资助项目 | National Natural Science Foundation of China[11301355] ; National Natural Science Foundation of China[11301212] ; National Natural Science Foundation of China[11401146] ; National Natural Science Foundation of China[11231010] ; National Natural Science Foundation of China[11171330] ; Key Laboratory of RCSDS ; CAS[2008DP173182] ; BCMIIS |
| WOS研究方向 | Mathematics |
| 语种 | 英语 |
| 出版者 | SPRINGER |
| WOS记录号 | WOS:000411880000003 |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/26654]  |
| 专题 | 应用数学研究所 |
| 通讯作者 | Zhang, Haixiang |
| 作者单位 | 1.Capital Normal Univ, Sch Math Sci, Beijing 100048, Peoples R China 2.Tianjin Univ, Ctr Appl Math, Tianjin 300072, Peoples R China 3.Chinese Acad Sci, Inst Appl Math, Beijing 100190, Peoples R China 4.Univ Missouri, Dept Stat, Columbia, MO 65211 USA |
| 推荐引用方式 GB/T 7714 | Zhou, Jie,Zhang, Haixiang,Sun, Liuquan,et al. Joint analysis of panel count data with an informative observation process and a dependent terminal event[J]. LIFETIME DATA ANALYSIS,2017,23(4):560-584. |
| APA | Zhou, Jie,Zhang, Haixiang,Sun, Liuquan,&Sun, Jianguo.(2017).Joint analysis of panel count data with an informative observation process and a dependent terminal event.LIFETIME DATA ANALYSIS,23(4),560-584. |
| MLA | Zhou, Jie,et al."Joint analysis of panel count data with an informative observation process and a dependent terminal event".LIFETIME DATA ANALYSIS 23.4(2017):560-584. |
入库方式： OAI收割
来源：数学与系统科学研究院
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