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cs.AI2025
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
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…