Constructing Simultaneous Confidence Intervals for the Difference of Proportions from Multivariate Binomial Distributions

被引:1
作者
Jeong, Hyeong Chul [1 ]
Kim, Daehak [2 ]
机构
[1] Univ Suwon, Dept Appl Stat, Hwasung 445743, Kyunggi Do, South Korea
[2] Catholic Univ Daegu, Sch Comp & Informat Commun, Gyongsan, South Korea
关键词
Multivariate binomial distribution; simultaneous confidence intervals; bootstrap; multiple test; pooled sample;
D O I
10.5351/KJAS.2009.22.1.129
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper, we consider simultaneous confidence intervals for the difference of proportions between two groups taken from multivariate binomial distributions in a nonparametric way. We briefly discuss the construction of simultaneous confidence intervals using the method of adjusting the p-values in multiple tests. The features of bootstrap simultaneous confidence intervals using non-pooled samples are presented. We also compute confidence intervals from the adjusted p-values of multiple tests in the Westfall (1985) style based on a pooled sample. The average coverage probabilities of the bootstrap simultaneous confidence intervals are compared with those of the Bonferroni simultaneous confidence intervals and the Sidak simultaneous confidence intervals. Finally, we give an example that shows how the proposed bootstrap simultaneous confidence intervals can be utilized through data analysis.
引用
收藏
页码:129 / 140
页数:12
相关论文
共 14 条
[2]   EXACT SIGNIFICANCE LEVELS FOR MULTIPLE BINOMIAL TESTING WITH APPLICATION TO CARCINOGENICITY SCREENS [J].
BROWN, CC ;
FEARS, TR .
BIOMETRICS, 1981, 37 (04) :763-774
[3]   ON BOOTSTRAPPING 2-STAGE LEAST-SQUARES ESTIMATES IN STATIONARY LINEAR-MODELS [J].
FREEDMAN, D .
ANNALS OF STATISTICS, 1984, 12 (03) :827-842
[4]   AN IMPROVED SEQUENTIALLY REJECTIVE BONFERRONI TEST PROCEDURE [J].
HOLLAND, BS ;
COPENHAVER, MD .
BIOMETRICS, 1987, 43 (02) :417-423
[5]  
Jeong HC, 2007, J KOREAN STAT SOC, V36, P397
[6]   Applications of bootstrap methods for categorical data analysis [J].
Jhun, M ;
Jeong, HC .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2000, 35 (01) :83-91
[7]   Simultaneous confidence intervals for the mean of multivariate Poisson distribution: A comparison [J].
Jhun, Myoungshic ;
Jeong, Hyeong Chul ;
Bahng, Joshua Seungwook .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2007, 36 (01) :151-164
[8]   A simple method for generating correlated binary variates [J].
Park, CG ;
Park, T ;
Shin, DW .
AMERICAN STATISTICIAN, 1996, 50 (04) :306-310
[9]   ON THE ASYMPTOTIC ACCURACY OF EFRONS BOOTSTRAP [J].
SINGH, K .
ANNALS OF STATISTICS, 1981, 9 (06) :1187-1195
[10]   BOOTSTRAP PREDICTION INTERVALS FOR AUTOREGRESSION [J].
THOMBS, LA ;
SCHUCANY, WR .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) :486-492