Improved Multi-Class Cost-Sensitive Boosting via Estimation of the Minimum-Risk Class

Ron Appel, Xavier Burgos-Artizzu, Pietro Perona

We present a simple unified framework for multi-class cost-sensitive boosting. The minimum-risk class is estimated directly, rather than via an approximation of the posterior distr…