A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection. - Joaquín Derrac; Salvador García 001; Francisco Herrera (HAIS, 2009)

Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool. - Alberto Fernández 001; Julián Luengo; Joaquín Derrac; Jesús Alcalá-Fdez; Francisco Herrera (IDEAL, 2009)

A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms. - Salvador García 001; Joaquín Derrac; Julián Luengo; Francisco Herrera (ISDA, 2009)

IFS-CoCo in the Landscape Contest: Description and Results. - Joaquín Derrac; Salvador García 001; Francisco Herrera (ICPR Contests, 2010)

A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification. - Salvador García 001; Joaquín Derrac; Isaac Triguero; Cristóbal J. Carmona; Francisco Herrera (IEA/AIE (1), 2010)

A Survey on Evolutionary Instance Selection and Generation. - Joaquín Derrac; Salvador García 001; Francisco Herrera (Int. J. Appl. Metaheuristic Comput., 2010)

Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability. - Joaquín Derrac; Salvador García 001; Francisco Herrera (Memetic Comput., 2010)

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule. - Joaquín Derrac; Salvador García 001; Francisco Herrera (Pattern Recognit., 2010)

A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms. - Joaquín Derrac; Chris Cornelis; Salvador García 001; Francisco Herrera (IWANN (1), 2011)

A study of the scaling up capabilities of stratified prototype generation. - Isaac Triguero; Joaquín Derrac; Francisco Herrera; Salvador García 001 (NaBIC, 2011)

Evolutionary selection of hyperrectangles in nested generalized exemplar learning. - Salvador García 001; Joaquín Derrac; Julián Luengo; Cristóbal J. Carmona; Francisco Herrera (Appl. Soft Comput., 2011)

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework. - Jesús Alcalá-Fdez; Alberto Fernández 001; Julián Luengo; Joaquín Derrac; Salvador García 001 (J. Multiple Valued Log. Soft Comput., 2011)

A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. - Joaquín Derrac; Salvador García 001; Daniel Molina; Francisco Herrera (Swarm Evol. Comput., 2011)

A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection. - Joaquín Derrac; Isaac Triguero; Salvador García 001; Francisco Herrera (HAIS (2), 2012)

Integrating a differential evolution feature weighting scheme into prototype generation. - Isaac Triguero; Joaquín Derrac; Salvador García 001; Francisco Herrera (Neurocomputing, 2012)

Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection. - Joaquín Derrac; Chris Cornelis; Salvador García 001; Francisco Herrera (Inf. Sci., 2012)

Evolutionary-based selection of generalized instances for imbalanced classification. - Salvador García 001; Joaquín Derrac; Isaac Triguero; Cristóbal J. Carmona; Francisco Herrera (Knowl. Based Syst., 2012)

Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study. - Salvador García 001; Joaquín Derrac; José Ramón Cano; Francisco Herrera (IEEE Trans. Pattern Anal. Mach. Intell., 2012)

Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms. - Joaquín Derrac; Isaac Triguero; Salvador García 001; Francisco Herrera (IEEE Trans. Syst. Man Cybern. Part B, 2012)

A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification. - Isaac Triguero; Joaquín Derrac; Salvador García 001; Francisco Herrera (IEEE Trans. Syst. Man Cybern. Part C, 2012)

Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS. - Joaquín Derrac; Salvador García 001; Sheldon Hui; Francisco Herrera; Ponnuthurai Nagaratnam Suganthan (SDE, 2013)

On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection. - Joaquín Derrac; Nele Verbiest; Salvador García 001; Chris Cornelis; Francisco Herrera (Soft Comput., 2013)

Characterising Semantic Relatedness using Interpretable Directions in Conceptual Spaces. - Joaquín Derrac; Steven Schockaert (ECAI, 2014)

Enriching Taxonomies of Place Types Using Flickr. - Joaquín Derrac; Steven Schockaert (FoIKS, 2014)

Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes. - José A. Sáez; Joaquín Derrac; Julián Luengo; Francisco Herrera (HAIS, 2014)

Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects. - Joaquín Derrac; Salvador García 001; Francisco Herrera (Inf. Sci., 2014)

Analyzing convergence performance of evolutionary algorithms: A statistical approach. - Joaquín Derrac; Salvador García 001; Sheldon Hui; Ponnuthurai Nagaratnam Suganthan; Francisco Herrera (Inf. Sci., 2014)

On the statistical analysis of the parameters' trend in a machine learning algorithm. - Salvador García 001; Joaquín Derrac; Sergio Ramírez-Gallego; Francisco Herrera (Prog. Artif. Intell., 2014)

Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers. - José A. Sáez; Joaquín Derrac; Julián Luengo; Francisco Herrera (Pattern Recognit., 2014)

Commonsense Reasoning Based on Betweenness and Direction in Distributional Models. - Steven Schockaert; Joaquín Derrac (AAAI Spring Symposia, 2015)

An Interval Valued K-Nearest Neighbors Classifier. - Joaquín Derrac; Francisco Chiclana; Salvador García 001; Francisco Herrera (IFSA-EUSFLAT, 2015)

Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning. - Joaquín Derrac; Steven Schockaert (Artif. Intell., 2015)

A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models. - Mikel Galar; Joaquín Derrac; Daniel Peralta; Isaac Triguero; Daniel Paternain; Carlos Lopez-Molina; Salvador García 001; José Manuel Benítez 001; Miguel Pagola; Edurne Barrenechea Tartas; Humberto Bustince Sola; Francisco Herrera (Knowl. Based Syst., 2015)

A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal. - Mikel Galar; Joaquín Derrac; Daniel Peralta; Isaac Triguero; Daniel Paternain; Carlos Lopez-Molina; Salvador García 001; José Manuel Benítez 001; Miguel Pagola; Edurne Barrenechea Tartas; Humberto Bustince Sola; Francisco Herrera (Knowl. Based Syst., 2015)

Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis. - Nele Verbiest; Joaquín Derrac; Chris Cornelis; Salvador García 001; Francisco Herrera (Appl. Soft Comput., 2016)

Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets. - Joaquín Derrac; Francisco Chiclana; Salvador García 001; Francisco Herrera (Inf. Sci., 2016)