Exact and approximate unconditional confidence intervals for proportion difference in the presence of incomplete data

被引:20
|
作者
Tang, Man-Lai [1 ]
Ling, Man-Ho [1 ]
Tian, Guo-Liang [2 ,3 ]
机构
[1] Hong Kong Baptist Univ, Dept Math, Kowloon Tong, Hong Kong, Peoples R China
[2] Univ Maryland, Greenebaum Canc Cewer, Div Biostat, Baltimore, MD 21201 USA
[3] Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China
关键词
asymptotic inference; incomplete data; paired binary data; test-based confidence interval; unconditional exact inference; INDEPENDENT BINOMIAL PROPORTIONS; EXACT TESTS;
D O I
10.1002/sim.3490
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Confidence interval (CI) construction with respect to proportion/rate difference for paired binary data has become a standard procedure in many clinical trials and medical Studies. When the sample size is small and incomplete data are present, asymptotic CIs may be dubious and exact CIs are not yet available. In this article, we propose exact and approximate unconditional test-based methods for constructing CI for proportion/rate difference in the presence of incomplete paired binary data. Approaches based on one-and two-sided Wald's tests will be considered. Unlike asymptotic CI estimators, exact unconditional Cl estimators always guarantee their coverage probabilities at or above the pre-specified confidence level. Our empirical studies further show that (i) approximate unconditional Cl estimators usually yield shorter expected confidence width (ECW) with their coverage probabilities being well controlled around the pre-specified confidence level; and (ii) the ECWs of the unconditional two-sided-test-based CI estimators are generally narrower than those of the unconditional one-sided-test-based CI estimators. Moreover. ECWs of asymptotic CIs may not necessarily be narrower than those of two-sided-based exact unconditional CIs. Two real examples will be used to illustrate Our methodologies. Copyright C 2008 John Wiley & Sons. Ltd.
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页码:625 / 641
页数:17
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