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A unified semi-empirical likelihood ratio confidence interval for treatment effects in the two sample problem with length-biased data
Li, Tao1; Wu, Mengyun1; Zhou, Yong1,2
2018
发表期刊STATISTICS AND ITS INTERFACE
ISSN1938-7989
卷号11期号:3页码:531-540
摘要In two sample studies, the treatment effects that we are interested in may have different types, such as mean difference, the difference of probabilities, etc. In this work, we apply semi-parametric empirical likelihood principle to length biased data and derived a unified empirical likelihood ratio confidence interval for treatment effects. The empirical likelihood ratio is shown to be asymptotically distributed as chi-squared. Simulation studies show that the proposed confidence interval has a better performance compared with its counterpart which is based on normal approximation. The severe effect caused by ignoring the length bias is also illustrated by simulation. The proposed method is applied to Oscar data to study the effect of high socio-economic status on lifetime.
关键词Empirical likelihood Estimating equation Treatment effect Censored data Length-biased
语种英语
资助项目State Key Program of NNSF of China[91546202] ; NNSF of China[61402276] ; State Key Program of NNNSF of China[71331006] ; State Key Program in the Major Research Plan of NNSF of China[91546202]
WOS研究方向Mathematical & Computational Biology ; Mathematics
WOS类目Mathematical & Computational Biology ; Mathematics, Interdisciplinary Applications
WOS记录号WOS:000444723900014
出版者INT PRESS BOSTON, INC
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/31216
专题应用数学研究所
通讯作者Li, Tao
作者单位1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714
Li, Tao,Wu, Mengyun,Zhou, Yong. A unified semi-empirical likelihood ratio confidence interval for treatment effects in the two sample problem with length-biased data[J]. STATISTICS AND ITS INTERFACE,2018,11(3):531-540.
APA Li, Tao,Wu, Mengyun,&Zhou, Yong.(2018).A unified semi-empirical likelihood ratio confidence interval for treatment effects in the two sample problem with length-biased data.STATISTICS AND ITS INTERFACE,11(3),531-540.
MLA Li, Tao,et al."A unified semi-empirical likelihood ratio confidence interval for treatment effects in the two sample problem with length-biased data".STATISTICS AND ITS INTERFACE 11.3(2018):531-540.
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