A Bayesian approach to the analysis of asymmetric association for two-way contingency tables

被引:2
作者
Wei, Zheng [1 ]
Kim, Daeyoung [2 ]
Conlon, Erin M. [2 ]
机构
[1] Univ Maine, Dept Math & Stat, Orono, ME USA
[2] Univ Massachusetts, Dept Math & Stat, Amherst, MA 01003 USA
关键词
Contingency table; Bayesian statistics; Markov chain Monte Carlo; subcopula; Asymmetric association measure; Log-linear models; LOW CIMP-LOW; CONFIDENCE-INTERVALS; COLORECTAL-CANCER;
D O I
10.1007/s00180-021-01161-9
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
Recently, a subcopula-based asymmetric association measure was developed for the variables in two-way contingency tables. Here, we develop a fully Bayesian method to implement this measure, and examine its performance using simulation data and several real data sets of colorectal cancer. We use coverage probabilities and lengths of the interval estimators to compare the Bayesian approach and a large-sample method of analysis. In simulation studies, we find that the Bayesian method outperforms the large-sample method on average, and provides either similar or improved results for the real data analyses.
引用
收藏
页码:1311 / 1338
页数:28
相关论文
共 41 条
[1]   Frequentist performance of Bayesian confidence intervals for comparing proportions in 2 x 2 contingency tables [J].
Agresti, A ;
Min, YY .
BIOMETRICS, 2005, 61 (02) :515-523
[2]  
Agresti A., 2001, Categorical Data Analysis, DOI DOI 10.1002/0471249688
[3]  
Agresti A., 2005, Statistical Methods and Applications, V14, P297, DOI DOI 10.1007/S10260-005-0121-Y
[4]  
Agresti Alan., 2010, Analysis of ordinal categorical data, V656
[5]  
[Anonymous], 2020, R LANG ENV STAT COMP
[6]  
[Anonymous], 2010, STAT METHODOL
[7]   THE MULTINOMIAL-POISSON TRANSFORMATION [J].
BAKER, SG .
STATISTICIAN, 1994, 43 (04) :495-504
[8]  
Beh EJ, 2014, WILEY SER PROBAB ST, P1, DOI 10.1002/9781118762875
[9]   Partitioning a non-symmetric measure of association for three-way contingency tables [J].
Beh, Eric J. ;
Simonetti, Biagio ;
D'Ambra, Luigi .
JOURNAL OF MULTIVARIATE ANALYSIS, 2007, 98 (07) :1391-1411
[10]   Hyper-g Priors for Generalized Linear Models [J].
Bove, Daniel Sabanes ;
Held, Leonhard .
BAYESIAN ANALYSIS, 2011, 6 (03) :387-410