Joaquin Derrac Rus

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Francisco HerreraProfessor Computer Science and AI, Granada University, SpainVerified email at decsai.ugr.es
Salvador GarcíaFull Professor of Computer Science and Artificial Intelligence. University of Granada.Verified email at decsai.ugr.es
Julián Luengo MartínAssociate Professor at University of GranadaVerified email at decsai.ugr.es
Isaac Triguero VelázquezAssociate Professor in Data Science, School of Computer Science, University of NottinghamVerified email at nottingham.ac.uk
Alberto FernándezAssociate Professor in Computer Science and Artificial Intelligence, University of GranadaVerified email at decsai.ugr.es
Jesus Alcala-FdezAssociate Professor of Computer Science and Artificial Intelligence, University of GranadaVerified email at decsai.ugr.es
Daniel Molina CabreraComputer Science, Granada UniversityVerified email at decsai.ugr.es
Chris CornelisResearcher of Computer Science, Ghent UniversityVerified email at ugent.be
José Ramón Cano De AmoUniversity of JaenVerified email at ujaen.es
Carlos Lopez-MolinaUniversidad Publica de NavarraVerified email at unavarra.es
Daniel PeraltaPostdoctoral researcher - Doctor Assistant, Department of Information Technology. Ghent UniversityVerified email at ugent.be
Edurne BarrenecheaAssociate professor of Computer Science, Universidad Publica de NavarraVerified email at unavarra.es
Humberto BustinceProfessor of Computer Science, Universidad Publica de NavarraVerified email at unavarra.es
Jose M. BenitezFull Professor, Universidad de GranadaVerified email at decsai.ugr.es
Mikel GalarAssociate Professor of Computer Science and Artificial Intelligence, Universidad Pública de NavarraVerified email at unavarra.es
Cristóbal J CarmonaAssociate Professor at University of JaenVerified email at ujaen.es
Steven SchockaertCardiff UniversityVerified email at cs.cardiff.ac.uk
Daniel PaternainDepartment of Statistics, Computer Science and MathematicsVerified email at unavarra.es
Miguel PagolaUniversidad Pública de NavarraVerified email at unavarra.es
(R)Prof. P. N. Suganthan, FIEEE'2015,...KINDI Centre for Computing Research, Qatar University (Hon Doc: U of Maribor; BA/MA: Cambridge U, UKVerified email at qu.edu.qa

Joaquin Derrac Rus

Data Scientist

Verified email at gresearch.co.uk - Homepage

Soft Computing Evolutionary Algorithms Data Mining Machine Learning Artificial Intelligence


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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	3683	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	2391	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	711	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	305	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	149	2012
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	131	2012
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects J Derrac, S García, F Herrera Information Sciences 260, 98-119, 2014	116	2014
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	109	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	103	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	82	2015
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	77	2010
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	76	2009
Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning J Derrac, S Schockaert Artificial Intelligence 228, 66-94, 2015	72	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	70	2012
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	68	2016
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	57	2015
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 (2), 223-238, 2013	41	2013
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	40	2016
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	40	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	37	2014

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