A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms J Derrac, S García, D Molina, F Herrera Swarm and Evolutionary Computation 1 (1), 3-18, 2011 | 5162 | 2011 |
Keel data-mining software tool: Data set repository, integration of algorithms and experimental analysis framework J Alcalá, A Fernández, J Luengo, J Derrac, S García, L Sánchez, ... Journal of Multiple-Valued Logic and Soft Computing 17 (2-3), 255-287, 2011 | 2903* | 2011 |
Prototype selection for nearest neighbor classification: Taxonomy and empirical study S Garcıa, J Derrac, JR Cano, F Herrera IEEE Transactions on Pattern Analysis and Machine Intelligence 34 (3), 417-435, 2012 | 811 | 2012 |
A taxonomy and experimental study on prototype generation for nearest neighbor classification I Triguero, J Derrac, S Garcia, F Herrera Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE …, 2012 | 335 | 2012 |
Evolutionary-based selection of generalized instances for imbalanced classification S Garcia, J Derrac, I Triguero, CJ Carmona, F Herrera Knowledge Based Systems 25 (1), 3-12, 2012 | 171 | 2012 |
Analyzing convergence performance of evolutionary algorithms: A statistical approach J Derrac, S García, S Hui, PN Suganthan, F Herrera Information Sciences 289, 41-58, 2014 | 155 | 2014 |
Enhancing Evolutionary Instance Selection Algorithms by means of Fuzzy Rough Set based Feature Selection J Derrac, C Cornelis, S García, F Herrera Information Sciences 186 (1), 73-92, 2012 | 146 | 2012 |
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects J Derrac, S García, F Herrera Information Sciences 260, 98-119, 2014 | 139 | 2014 |
IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule J Derrac, S García, F Herrera Pattern Recognition 43 (6), 2082-2105, 2010 | 127 | 2010 |
A survey on evolutionary instance selection and generation J Derrac, S García, F Herrera International Journal of Applied Metaheuristic Computing 1 (1), 60-92, 2010 | 98 | 2010 |
A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models M Galar, J Derrac, D Peralta, I Triguero, D Paternain, C Lopez-Molina, ... Knowledge-based systems 81, 76-97, 2015 | 94 | 2015 |
Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets J Derrac, F Chiclana, S García, F Herrera Information Sciences 329, 144-163, 2016 | 91 | 2016 |
A first study on the use of coevolutionary algorithms for instance and feature selection J Derrac, S García, F Herrera Proceedings of the Fourth International Conference on Hybrid Artificial …, 2009 | 85 | 2009 |
Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning J Derrac, S Schockaert Artificial Intelligence 228, 66-94, 2015 | 84 | 2015 |
Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms J Derrac, I Triguero, S García, F Herrera IEEE Transactions on Systems, Man, and Cybernetics, 2012 | 72 | 2012 |
A survey of fingerprint classification part II: experimental analysis and ensemble proposal M Galar, J Derrac, D Peralta, I Triguero, D Paternain, C Lopez-Molina, ... Knowledge-Based Systems 81, 98-116, 2015 | 61 | 2015 |
Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis N Verbiest, J Derrac, C Cornelis, S García, F Herrera Applied Soft Computing 38, 10-22, 2016 | 51 | 2016 |
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection J Derrac, N Verbiest, S García, C Cornelis, F Herrera Soft Computing 17, 223-238, 2013 | 42 | 2013 |
Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability J Derrac, S García, F Herrera Memetic Computing 2 (3), 183-199, 2010 | 42 | 2010 |
Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers JA Sáez, J Derrac, J Luengo, F Herrera Pattern Recognition 47 (12), 3941-3948, 2014 | 41 | 2014 |