Modeling Categorical Variables by Mutual Information Decomposition

Modeling Categorical Variables by Mutual Information Decomposition

This paper proposed the use of mutual information (MI) decomposition as a novel approach to identifying indispensable variables and their interactions for contingency table analysis. The MI analysis identified subsets of associative variables based on multinomial distributions and validated parsimon...

Full description

Bibliographic Details
Main Authors: Jiun-Wei Liou, Michelle Liou, Philip E. Cheng
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Entropy
Subjects:
graphical model
logistic model
log-linear model
mutual information
Online Access:https://www.mdpi.com/1099-4300/25/5/750

Internet

https://www.mdpi.com/1099-4300/25/5/750

Similar Items