A SIMPLE METHOD FOR THE ANALYSIS OF CLUSTERED BINARY DATA

被引:481
作者
RAO, JNK [1 ]
SCOTT, AJ [1 ]
机构
[1] UNIV AUCKLAND,DEPT MATH & STAT,AUCKLAND,NEW ZEALAND
关键词
BINARY RESPONSE; COCHRAN-ARMITAGE TEST; DOSE-RESPONSE MODELS; EFFECTIVE SAMPLE SIZE; HOMOGENEITY OF PROPORTIONS; INTRACLUSTER CORRELATIONS; MANTEL-HAENSZEL TEST;
D O I
10.2307/2532311
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A simple method for comparing independent groups of clustered binary data with group-specific covariates is proposed. It is based on the concepts of design effect and effective sample size widely used in sample surveys, and assumes no specific models for the intracluster correlations. It can be implemented using any standard computer program for the analysis of independent binary data after a small amount of preprocessing. The method is applied to a variety of problems involving clustered binary data: testing homogeneity of proportions, estimating dose-response models and testing for trend in proportions, and performing the Mantel-Haenszel chi-squared test for independence in a series of 2 x 2 tables and estimating the common odds ratio and its variance. Illustrative applications of the method are also presented.
引用
收藏
页码:577 / 585
页数:9
相关论文
共 25 条
[1]  
Altham P. M. E., 1978, APPLIED STATISTICS, V27, P162
[2]   TESTS FOR LINEAR TRENDS IN PROPORTIONS AND FREQUENCIES [J].
ARMITAGE, P .
BIOMETRICS, 1955, 11 (03) :375-386
[3]   LOGISTIC-REGRESSION FOR DEPENDENT BINARY OBSERVATIONS [J].
BONNEY, GE .
BIOMETRICS, 1987, 43 (04) :951-973
[4]  
Cochran W. G., 2007, SAMPLING TECHNIQUES
[5]   SOME METHODS FOR STRENGTHENING THE COMMON X2 TESTS [J].
COCHRAN, WG .
BIOMETRICS, 1954, 10 (04) :417-451
[6]  
Crowder M. J., 1978, APPLIED STATISTICS, V27, P34, DOI DOI 10.2307/2346223
[7]   A SIMULATION STUDY OF THE ANALYSIS OF SETS OF 2 X-2 CONTINGENCY-TABLES UNDER CLUSTER SAMPLING - ESTIMATION OF A COMMON ODDS RATIO [J].
DONALD, A ;
DONNER, A .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) :537-543
[8]   ADJUSTMENTS TO THE MANTEL HAENSZEL CHI-SQUARE STATISTIC AND ODDS RATIO VARIANCE ESTIMATOR WHEN THE DATA ARE CLUSTERED [J].
DONALD, A ;
DONNER, A .
STATISTICS IN MEDICINE, 1987, 6 (04) :491-499
[9]   STATISTICAL-METHODS IN OPHTHALMOLOGY - AN ADJUSTED CHI-SQUARE APPROACH [J].
DONNER, A .
BIOMETRICS, 1989, 45 (02) :605-611
[10]   ADJUSTMENT OF FREQUENTLY USED CHI-SQUARE PROCEDURES FOR THE EFFECT OF SITE-TO-SITE DEPENDENCIES IN THE ANALYSIS OF DENTAL DATA [J].
DONNER, A ;
BANTING, D .
JOURNAL OF DENTAL RESEARCH, 1989, 68 (09) :1350-1354