Analysis of Panel Count Data with Time-dependent Covariates and Informative Observation Process
文献类型：期刊论文
| 作者 | Fang, Sha1; Zhang, Hai-xiang2; Sun, Liu-quan3 ; Wang, De-hui4
|
| 刊名 | ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES
 |
| 出版日期 | 2017-02-01 |
| 卷号 | 33期号:1页码:147-156 |
| 关键词 | estimating equation informative observation process joint modeling model checking panel count data |
| ISSN号 | 0168-9673 |
| DOI | 10.1007/s10255-017-0645-6 |
| 英文摘要 | Panel count data occur in many clinical and observational studies and in some situations the observation process is informative. In this article, we propose a new joint model for the analysis of panel count data with time-dependent covariates and possibly in the presence of informative observation process via two latent variables. For the inference on the proposed model, 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 model. The finite-sample behavior of the proposed methods is examined through Monte Carlo simulation studies which suggest that the proposed approach works well for practical situations. Also an illustrative example is provided. |
| 资助项目 | National Natural Science Foundation of China[11671267] ; 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] ; National Natural Science Foundation of China[11021161] ; National Natural Science Foundation of China[11271155] ; Capital University of Economics and Business[00591654490336] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; Specialized Research Fund for the Doctoral Program of Higher Education (Natural Science Foundation)[20101596] |
| WOS研究方向 | Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000397252300015 |
| 出版者 | SPRINGER HEIDELBERG |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/25026]  |
| 专题 | 应用数学研究所 |
| 通讯作者 | Zhang, Hai-xiang |
| 作者单位 | 1.Capital Univ Econ & Business, Sch Stat, Beijing 100070, 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.Jilin Univ, Sch Math, Changchun 130012, Peoples R China |
| 推荐引用方式 GB/T 7714 | Fang, Sha,Zhang, Hai-xiang,Sun, Liu-quan,et al. Analysis of Panel Count Data with Time-dependent Covariates and Informative Observation Process[J]. ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES,2017,33(1):147-156. |
| APA | Fang, Sha,Zhang, Hai-xiang,Sun, Liu-quan,&Wang, De-hui.(2017).Analysis of Panel Count Data with Time-dependent Covariates and Informative Observation Process.ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES,33(1),147-156. |
| MLA | Fang, Sha,et al."Analysis of Panel Count Data with Time-dependent Covariates and Informative Observation Process".ACTA MATHEMATICAE APPLICATAE SINICA-ENGLISH SERIES 33.1(2017):147-156. |
入库方式： OAI收割
来源：数学与系统科学研究院
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