Kai Qi

Data-Driven Pinball-Loss Selection for Vertically Distributed Elastic-Net SVMs

The pinball-loss support vector machine is robust, but its asymmetry parameter is usually fixed in advance. We propose a data-driven elastic-net support vector machine that learns simplex-constrained weights over candidate pinball losses while retaining one classifier. The weighted loss is equivalent to a pinball loss...