Alberto Fernández

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework

Jesús Alcalá‐Fdez, Alberto Fernández, Julián Luengo et al. · 2011 · 2.4K citations

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

Salvador García, Alberto Fernández, Julián Luengo et al. · Information Sciences · 2009 · 2.1K citations

Engineering, Data Science, Data Mining +9

SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary

Alberto Fernández, Salvador García, Francisco Herrera et al. · Journal of Artificial Intelligence Research · 2018 · 2K citations · Full text

Multiple Instance Learning, Engineering, Machine Learning +21

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

Victoria López, Alberto Fernández, Salvador García et al. · Information Sciences · 2013 · 1.6K citations

Data Intrinsic Characteristics, Data Classification, Imbalanced Data +15

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 et al. · Pattern Recognition · 2011 · 761 citations

Data Classification, Classification Method, Engineering +10