Supervised Feature Selection via Dependence Estimation

Le Song, Alex Smola, Arthur Gretton +2

We introduce a framework for filtering features that employs the Hilbert-Schmidt Independence Criterion (HSIC) as a measure of dependence between the features and the labels. The k…