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cs.AI2025★ 1 cited
Crisp complexity of fuzzy classifiers
Raquel Fernandez-Peralta, Javier Fumanal-Idocin, Javier Andreu-Perez
Rule-based systems are a very popular form of explainable AI, particularly in the fuzzy community, where fuzzy rules are widely used for control and classification problems. Howeve…
cs.AI2025★ 3 cited
Reliable Classification with Conformal Learning and Interval-Type 2 Fuzzy Sets
Javier Fumanal-Idocin, Javier Andreu-Perez
Classical machine learning classifiers tend to be overconfident can be unreliable outside of the laboratory benchmarks. Properly assessing the reliability of the output of the mode…