Effects of Oversampling Versus Cost-Sensitive Learning for Bayesian and SVM Classifiers

Abstract

In this chapter, we examine the relationship between cost-sensitive learning and resampling. We first introduce these concepts, including a new resampling method called “generative oversampling,” which creates new data points by learning parameters for an...