Joaquin Derrac Rus
Joaquin Derrac Rus
Data Scientist
Verified email at - Homepage
Cited by
Cited by
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
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
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
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
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
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
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
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
J Derrac, S García, F Herrera
Information Sciences 260, 98-119, 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
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
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
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
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
Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning
J Derrac, S Schockaert
Artificial Intelligence 228, 66-94, 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
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
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
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
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
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
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