Sparse Feature Selection in Kernel Discriminant Analysis via Optimal Scoring

Alexander F. Lapanowski, Irina Gaynanova

Abstract: We consider the two-group classification problem and propose a kernel classifier based on the optimal scoring framework. Unlike previous approaches, we provide theoretical guarantees on the expecte...