Jorge Jaramillo

A comparison of class-balance strategies for SVM in the problem of protein function prediction

2015

This paper presents a comparison of three strategies for managing the imbalance problem: undersampling, SMOTE and Weighted SVM. Undersampling is a strategy where the samples of the majority class are discarded; SMOTE (Synthetic Minority Over-sampling …