79 citations · 382 across the 25 of their papers we have counts for
3 papers · 1 filter
Duality between Feature Selection and Data Clustering
Chung Chan, Ali Al-Bashabsheh, Qiaoqiao Zhou +1
The feature-selection problem is formulated from an information-theoretic perspective. We show that the problem can be efficiently solved by an extension of the recently proposed i…
Info-Clustering: A Mathematical Theory for Data Clustering
Chung Chan, Ali Al-Bashabsheh, Qiaoqiao Zhou +2
We formulate an info-clustering paradigm based on a multivariate information measure, called multivariate mutual information, that naturally extends Shannon's mutual information be…
Detection of Cooperative Interactions in Logistic Regression Models
Easton Li Xu, Xiaoning Qian, Tie Liu +1
An important problem in the field of bioinformatics is to identify interactive effects among profiled variables for outcome prediction. In this paper, a logistic regression model w…