DISCOMAX: A Proximity-Preserving Distance Correlation Maximization Algorithm

Praneeth Vepakomma, Ahmed Elgammal

In a regression setting we propose algorithms that reduce the dimensionality of the features while simultaneously maximizing a statistical measure of dependence known as distance c…