An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes

Mikel Galar, Alberto Fernández, Edurne Barrenechea, +2

Pattern Recognition

Data ClassificationClassification MethodEngineeringMachine LearningData Mining +8

EUSBoost: Enhancing ensembles for highly imbalanced data-sets by evolutionary undersampling

Mikel Galar, Alberto Fernández, Edurne Barrenechea, +1

Pattern Recognition

Data ClassificationEvolutionary UndersamplingMachine LearningData ScienceData Mining +8

Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches

Alberto Fernández, Victoria López, Mikel Galar, +2

Knowledge-Based Systems

Data ClassificationClassification MethodEngineeringMachine LearningData Science +12

Evolutionary undersampling boosting for imbalanced classification of breast cancer malignancy

Bartosz Krawczyk, Mikel Galar, Łukasz Jeleń, +1

Applied Soft Computing

Classification MethodBreast OncologyOncologyMachine LearningEvolutionary Undersampling +10

A New Approach to Interval-Valued Choquet Integrals and the Problem of Ordering in Interval-Valued Fuzzy Set Applications

Humberto Bustince, Mikel Galar, Benjamín Bedregal, +2

IEEE Transactions on Fuzzy Systems

Mathematical ProgrammingEngineeringAdmissible OrderComputational ComplexityDiscrete Optimization +17

Medical diagnosis of cardiovascular diseases using an interval-valued fuzzy rule-based classification system

José Sanz, Mikel Galar, Aránzazu Jurío, +3

Applied Soft Computing

Fuzzy LogicHeart FailureFuzzy ComputingCardiovascular DiseaseMedicine +13

Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between $n$-Dimensional Overlap Functions and Decomposition Strategies

Mikel Elkano, Mikel Galar, José Sanz, +4

IEEE Transactions on Fuzzy Systems

EngineeringMachine LearningDecomposition StrategiesIntelligent SystemsClassification Method +17

Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition

José A. Sáez, Mikel Galar, Julián Luengo, +1

Knowledge and Information Systems

Mathematical ProgrammingComputational Complexity TheoryEngineeringOne-vs-one DecompositionMulti-class Problems +7

A survey on fingerprint minutiae-based local matching for verification and identification: Taxonomy and experimental evaluation

Daniel Peralta, Mikel Galar, Isaac Triguero, +6

Information Sciences

EngineeringExperimental EvaluationBiometric PrivacyBiometricsIdentification Method +4

Fuzzy Rule-Based Classification Systems for multi-class problems using binary decomposition strategies: On the influence of n-dimensional overlap functions in the Fuzzy Reasoning Method

Mikel Elkano, Mikel Galar, José Sanz, +1

Information Sciences

Fuzzy Multi-criteria Decision-makingFuzzy LogicFuzzy SystemsEngineeringN-dimensional Overlap Functions +11