Outlier Path: A Homotopy Algorithm for Robust SVM

Shinya Suzumura, Kohei Ogawa, Masashi Sugiyama, Ichiro Takeuchi

Abstract: In recent applications with massive but less reliable data (e.g., labels obtained by a semi-supervised learning method or crowdsourcing), non-robustness of the support vector machine (SVM) often ca...