86 citations · 330 across the 9 of their papers we have counts for
3 papers · 1 filter
On support vector machines under a multiple-cost scenario
Sandra Benítez-Peña, Rafael Blanquero, Emilio Carrizosa +1
Support Vector Machine (SVM) is a powerful tool in binary classification, known to attain excellent misclassification rates. On the other hand, many realworld classification proble…
Generating collective counterfactual explanations in score-based classification via mathematical optimization
Emilio Carrizosa, Jasone Ramírez-Ayerbe, Dolores Romero Morales
Due to the increasing use of Machine Learning models in high stakes decision making settings, it has become increasingly important to have tools to understand how models arrive at…
Cost-sensitive probabilistic predictions for support vector machines
Sandra Benítez-Peña, Rafael Blanquero, Emilio Carrizosa +1
Support vector machines (SVMs) are widely used and constitute one of the best examined and used machine learning models for two-class classification. Classification in SVM is based…