In all the experiments, we used the SVM classifier [13] as the base classifier. SVMlight (http://svmlight.joachims.org/) was used as the SVM classifier in the experiments with all the parameters set to their default values. However, SVM does not
directly output the posterior probabilities of predicted labels. Therefore, we used a strategy that was introduced in [5] to
compute these probabilities.