Browsing by Subject "Big data"

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CFM-BD: a distributed rule induction algorithm for building compact fuzzy models in Big Data classification problems

Elkano Ilintxeta, Mikel ; Sanz Delgado, José Antonio ; Barrenechea Tartas, Edurne ; Bustince Sola, Humberto ; Galar Idoate, Mikel (IEEE, 2020) Artículo / Artikulua

Interpretability has always been a major concern for fuzzy rule-based classifiers. The usage of human-readable models allows them to explain the reasoning behind their predictions and decisions. However, when it comes to ...
Novel methodologies for improving fuzzy classifiers: dealing with multi-class and big data classification problems

Elkano Ilintxeta, Mikel (2018) Tesis doctoral / Doktoretza tesia

Los Sistemas de Clasificación Basados en Reglas Difusas (SCBRDs) son métodos de aprendizaje automático que permiten construir modelos predictivos capaces de predecir la clase a la que pertenecen los datos de entrada. La ...