Feature Ranking Methods Based on Information Entropy with Parzen Windows

A comparison between several feature ranking methods used on artificial and real dataset is presented. Six ranking methods based on entropy and statistical indices, including χ and Pearson’s correlation coeffcient, are considered. The Parzen window method for estimation of mutual information and other indices gives similar results as discretization based on… CONTINUE READING