@article{ART002851670},
author={Yonghwan Um},
title={Testing the Equality of Several Correlation Coefficients by Permutation Method},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2022},
volume={27},
number={6},
pages={167-174},
doi={10.9708/jksci.2022.27.06.167}
TY - JOUR
AU - Yonghwan Um
TI - Testing the Equality of Several Correlation Coefficients by Permutation Method
JO - Journal of The Korea Society of Computer and Information
PY - 2022
VL - 27
IS - 6
PB - The Korean Society Of Computer And Information
SP - 167
EP - 174
SN - 1598-849X
AB - In this paper we investigate the permutation test for the equality of correlation coefficients in several independent populations. Permutation test is a non-parametric testing methodology based upon the exchangeability of observations. Exchangeability is a generalization of the concept of independent, identically distributed random variables. Using permutation method, we may construct asymptotically exact test. This method is asymptotically as powerful as standard parametric tests and is a valuable tool when the sample sizes are small and normality assumption cannot be met. We first review existing parametric approaches to test the equality of correlation coefficients and compare them with the permutation test. At the end, all the approaches are illustrated using Iris data example.
KW - permutation test;equality of correlation coefficients;non-parametric testing;exchangeability;normality assumption
DO - 10.9708/jksci.2022.27.06.167
ER -
Yonghwan Um. (2022). Testing the Equality of Several Correlation Coefficients by Permutation Method. Journal of The Korea Society of Computer and Information, 27(6), 167-174.
Yonghwan Um. 2022, "Testing the Equality of Several Correlation Coefficients by Permutation Method", Journal of The Korea Society of Computer and Information, vol.27, no.6 pp.167-174. Available from: doi:10.9708/jksci.2022.27.06.167
Yonghwan Um "Testing the Equality of Several Correlation Coefficients by Permutation Method" Journal of The Korea Society of Computer and Information 27.6 pp.167-174 (2022) : 167.
Yonghwan Um. Testing the Equality of Several Correlation Coefficients by Permutation Method. 2022; 27(6), 167-174. Available from: doi:10.9708/jksci.2022.27.06.167
Yonghwan Um. "Testing the Equality of Several Correlation Coefficients by Permutation Method" Journal of The Korea Society of Computer and Information 27, no.6 (2022) : 167-174.doi: 10.9708/jksci.2022.27.06.167
Yonghwan Um. Testing the Equality of Several Correlation Coefficients by Permutation Method. Journal of The Korea Society of Computer and Information, 27(6), 167-174. doi: 10.9708/jksci.2022.27.06.167
Yonghwan Um. Testing the Equality of Several Correlation Coefficients by Permutation Method. Journal of The Korea Society of Computer and Information. 2022; 27(6) 167-174. doi: 10.9708/jksci.2022.27.06.167
Yonghwan Um. Testing the Equality of Several Correlation Coefficients by Permutation Method. 2022; 27(6), 167-174. Available from: doi:10.9708/jksci.2022.27.06.167
Yonghwan Um. "Testing the Equality of Several Correlation Coefficients by Permutation Method" Journal of The Korea Society of Computer and Information 27, no.6 (2022) : 167-174.doi: 10.9708/jksci.2022.27.06.167