Analysis of the MSVMO method - the probabilistic SVM outputs

Abstract

Number of experiments has shown that for classification problems, if SVM models trained over the same data set have similar SVM outputs with respect to a given input vector x, the values of the corresponding MSVMO probabilities [3] have small differences. This means that the information from the MSVMO method from different SVM models trained over the same data set is essentially the same.