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Nonparametric tests for panel count data with unequal observation processes

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成果类型:
期刊论文
作者:
Li, Yang;Zhao, Hui*;Sun, Jianguo;Kim, KyungMann
通讯作者:
Zhao, Hui
作者机构:
[Li, Yang] Univ N Carolina, Dept Math & Stat, Charlotte, NC USA.
[Zhao, Hui] Cent China Normal Univ, Dept Stat, Wuhan 430079, Peoples R China.
[Sun, Jianguo] Univ Missouri, Dept Stat, Columbia, MO 65211 USA.
[Kim, KyungMann] Univ Wisconsin, Dept Biostat, Madison, WI 53792 USA.
[Kim, KyungMann] Univ Wisconsin, Dept Med Informat & Stat, Madison, WI 53792 USA.
通讯机构:
[Zhao, Hui] C
Cent China Normal Univ, Dept Stat, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Nonparametric comparison;Sparsely distributed data;Unequal observation processes;Univariate and multivariate panel count data
期刊:
Computational Statistics & Data Analysis
ISSN:
0167-9473
年:
2014
卷:
73
页码:
103-111
基金类别:
The authors wish to thank the editor, the associate editor and the referees for their insightful comments and suggestions that greatly improved the paper. The research was partially supported by the National Natural Science Foundation of China 11001097 and the basic research funds of Central China Normal University from MOE CCNU13F018 (for Zhao), and funds provided by the University of North Carolina at Charlotte (for Li).
机构署名:
本校为通讯机构
院系归属:
数学与统计学学院
摘要:
Nonparametric comparison for panel count data is discussed. For the situation, most available approaches require that all subjects have the same observation process. However, such an assumption may not hold in reality. To address this, a new class of test procedures are proposed that allow unequal observation processes for the subjects from different treatment groups. The method applies to both univariate and multivariate panel count data. In addition, the asymptotic normality of the proposed test statistics is established and a simulation stud...

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