KMS Of Academy of mathematics and systems sciences, CAS
A class of mixed models for recurrent event data | |
Sun, Liuquan2; Zhao, Xingqiu1; Zhou, Jie2 | |
2011-12-01 | |
发表期刊 | CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE |
ISSN | 0319-5724 |
卷号 | 39期号:4页码:578-590 |
摘要 | In this article, we propose a class of mixed models for recurrent event data. The new models include the proportional rates model and BoxCox transformation rates models as special cases, and allow the effects of covariates on the rate functions of counting processes to be proportional or convergent. For inference on the model parameters, estimating equation approaches are developed. The asymptotic properties of the resulting estimators are established and the finite sample performance of the proposed procedure is evaluated through simulation studies. A real example with data taken from a clinic study on chronic granulomatous disease (CGD) is also illustrated for the use of the proposed methodology. The Canadian Journal of Statistics 39: 578590; 2011. (c) 2011 Statistical Society of Canada |
关键词 | Counting process marginal rate model mixed model partial-score function proportional and Convergent Effects MSC 2010: Primary 62N01 secondary 62N02 |
DOI | 10.1002/cjs.10132 |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[10731010] ; National Natural Science Foundation of China[10971015] ; National Natural Science Foundation of China[11021161] ; National Basic Research Program of China (973 Program)[2007CB814902] ; Key Laboratory of RCSDS, CAS[2008DP173182] ; Research Grant Council of Hong Kong[PolyU504011] |
WOS研究方向 | Mathematics |
WOS类目 | Statistics & Probability |
WOS记录号 | WOS:000297112900002 |
出版者 | WILEY-BLACKWELL |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/13020 |
专题 | 应用数学研究所 |
通讯作者 | Zhao, Xingqiu |
作者单位 | 1.Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, 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 | Sun, Liuquan,Zhao, Xingqiu,Zhou, Jie. A class of mixed models for recurrent event data[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,2011,39(4):578-590. |
APA | Sun, Liuquan,Zhao, Xingqiu,&Zhou, Jie.(2011).A class of mixed models for recurrent event data.CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE,39(4),578-590. |
MLA | Sun, Liuquan,et al."A class of mixed models for recurrent event data".CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 39.4(2011):578-590. |
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