H
Humberto Bustince
Researcher at Universidad Pública de Navarra
Publications - 511
Citations - 18930
Humberto Bustince is an academic researcher from Universidad Pública de Navarra. The author has contributed to research in topics: Fuzzy set & Fuzzy logic. The author has an hindex of 63, co-authored 469 publications receiving 15234 citations. Previous affiliations of Humberto Bustince include University of Navarra & University of Technology, Sydney.
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A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches
TL;DR: A taxonomy for ensemble-based methods to address the class imbalance where each proposal can be categorized depending on the inner ensemble methodology in which it is based is proposed and a thorough empirical comparison is developed by the consideration of the most significant published approaches to show whether any of them makes a difference.
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Vague sets are intuitionistic fuzzy sets
Humberto Bustince,P. Burillo +1 more
TL;DR: This paper recapitulates the definition given by Atanassov (1983) of intuitionistic fuzzy sets as well as the definition of vague sets given by Gau and Byehrer (1993) and sees that both definitions coincide.
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Entropy on intuitionistic fuzzy sets and on interval-valued fuzzy sets
P. Burillo,Humberto Bustince +1 more
TL;DR: The distance measure between intuitionistic fuzzy sets is defined and an axiom definition of intuitionist fuzzy entropy is given and a theorem which characterizes it is studied.
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An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes
TL;DR: This work develops a double study, using different base classifiers in order to observe the suitability and potential of each combination within each classifier, and compares the performance of these ensemble techniques with the classifiers' themselves.
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A Historical Account of Types of Fuzzy Sets and Their Relationships
Humberto Bustince,Edurne Barrenechea,Miguel Pagola,Javier Fernández,Zeshui Xu,Benjamin Bedregal,Javier Montero,Hani Hagras,Francisco Herrera,Bernard De Baets +9 more
TL;DR: The definition and basic properties of the different types of fuzzy sets that have appeared up to now in the literature are reviewed and the relationships between them are analyzed.