In this paper, we select Support Vector Machines (SVMs) as the underlying supervised classifier since it represents the state-of-the-art in the machine learning research community, and there are good implementations of the algorithm available.
we use LIBSVM (Chang et al., 2001), an effective tool for support vector classification, since it supports multi-class classification and provides probability estimation as well.