84 citations
3 papers
cs.LG2022★ 6 cited
Explanations Based on Item Response Theory (eXirt): A Model-Specific Method to Explain Tree-Ensemble Model in Trust Perspective
José Ribeiro, Lucas Cardoso, Raíssa Silva +3
In recent years, XAI researchers have been formalizing proposals and developing new methods to explain black box models, with no general consensus in the community on which method…
cs.RO2021★ 84 cited
Autonomous Navigation System for a Delivery Drone
Victor R. F. Miranda, Adriano M. C. Rezende, Thiago L. Rocha +3
The use of delivery services is an increasing trend worldwide, further enhanced by the COVID pandemic. In this context, drone delivery systems are of great interest as they may all…
cs.LG2020★ 15 cited
Decoding machine learning benchmarks
Lucas F. F. Cardoso, Vitor C. A. Santos, Regiane S. K. Francês +2
Despite the availability of benchmark machine learning (ML) repositories (e.g., UCI, OpenML), there is no standard evaluation strategy yet capable of pointing out which is the best…