Enhancing Classifier Evaluation: A Fairer Benchmarking Strategy Based on Ability and Robustness

Lucas Cardoso, Vitor Santos, José Ribeiro +3

Benchmarking is a fundamental practice in machine learning (ML) for comparing the performance of classification algorithms. However, traditional evaluation methods often overlook a…