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J. Derrac · SciRah

Researcher profile · Semantic Scholar

J. Derrac

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J. Derrac — researcher profile on SciRah

h-index: 22
Works: 43
Citations: 10K

Most-cited papers

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
2011Swarm and Evolutionary Computation5,381 citations
Semantic Scholar
KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework
J. Alcalá-Fdez, Alberto Fernández, J. Luengo, J. Derrac +3 more
2011J. Multiple Valued Log. Soft Comput.2,501 citations
Semantic Scholar
Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study
S. García, J. Derrac, J. Cano, F. Herrera
2012IEEE Transactions on Pattern Analysis and Machine Intelligence729 citations
Semantic Scholar
A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification
I. Triguero, J. Derrac, S. García, F. Herrera
2012IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)282 citations Open access
Semantic Scholar
Analyzing convergence performance of evolutionary algorithms: A statistical approach
J. Derrac, S. García, Sheldon Hui, P. Suganthan +1 more
2014Information Sciences163 citations
Semantic Scholar
Evolutionary-based selection of generalized instances for imbalanced classification
S. García, J. Derrac, I. Triguero, C. Carmona +1 more
2012Knowledge-Based Systems152 citations
Semantic Scholar
Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection
J. Derrac, C. Cornelis, S. García, F. Herrera
2012Information Sciences124 citations
Semantic Scholar
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
J. Derrac, S. García, F. Herrera
2014Information Sciences123 citations
Semantic Scholar
A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models
M. Galar, J. Derrac, Daniel Peralta, I. Triguero +8 more
2015Knowledge-Based Systems86 citations Open access
Semantic Scholar
IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule
J. Derrac, S. García, F. Herrera
2010Pattern Recognition85 citations
Semantic Scholar
Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning
J. Derrac, S. Schockaert
2015Artificial Intelligence81 citations Open access
Semantic Scholar
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection
J. Derrac, S. García, F. Herrera
2009Hybrid Artificial Intelligence Systems80 citations
Semantic Scholar
A Survey on Evolutionary Instance Selection and Generation
J. Derrac, S. García, F. Herrera
2010International Journal of Applied Metaheuristic Computing75 citations
Semantic Scholar
Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets
J. Derrac, F. Chiclana, S. García, F. Herrera
2016Information Sciences74 citations
Semantic Scholar
Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms
J. Derrac, I. Triguero, S. García, F. Herrera
2012IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)58 citations Open access
Semantic Scholar
A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal
M. Galar, J. Derrac, Daniel Peralta, I. Triguero +8 more
2015Knowledge-Based Systems55 citations Open access
Semantic Scholar
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 +1 more
2016Applied Soft Computing48 citations
Semantic Scholar
Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability
J. Derrac, S. García, F. Herrera
2010Memetic Computing34 citations Open access
Semantic Scholar
Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers
José A. Sáez, J. Derrac, J. Luengo, F. Herrera
2014Pattern Recognition33 citations
Semantic Scholar
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection
J. Derrac, N. Verbiest, S. García, C. Cornelis +1 more
2013Soft Computing - A Fusion of Foundations, Methodologies and Applications31 citations
Semantic Scholar
Integrating a differential evolution feature weighting scheme into prototype generation
I. Triguero, J. Derrac, S. García, F. Herrera
2012Neurocomputing27 citations
Semantic Scholar
Prototype Selection for Nearest Neighbor Classification: Survey of Methods Prototype Selection for Nearest Neighbor Classification: Survey of Methods
S. García, J. Derrac, J. Cano, F. Herrera
24 citations
Semantic Scholar
Evolutionary selection of hyperrectangles in nested generalized exemplar learning
S. García, J. Derrac, J. Luengo, C. Carmona +1 more
2011Applied Soft Computing21 citations
Semantic Scholar
Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS
J. Derrac, S. García, Sheldon Hui, F. Herrera +1 more
2013IEEE Symposium on Differential Evolution17 citations
Semantic Scholar
An Interval Valued K-Nearest Neighbors Classifier
J. Derrac, F. Chiclana, S. García, F. Herrera
2015Conference of International Fuzzy Systems Association and European Society for Fuzzy Logic and Technology14 citations Open access
Semantic Scholar
A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms
S. García, J. Derrac, J. Luengo, F. Herrera
20092009 Ninth International Conference on Intelligent Systems Design and Applications12 citations
Semantic Scholar
Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool
A. Fernández, J. Luengo, J. Derrac, J. Alcalá-Fdez +1 more
2009Ideal11 citations
Semantic Scholar
Enriching Taxonomies of Place Types Using Flickr
J. Derrac, S. Schockaert
2014International Symposium on Foundations of Information and Knowledge Systems10 citations Open access
Semantic Scholar
Using KEEL software as a educational tool: A case of study teaching data mining
J. Derrac, J. Luengo, J. Alcalá-Fdez, A. Fernández +1 more
2011International Conference on Next Generation Web Services Practices8 citations
Semantic Scholar
Characterising Semantic Relatedness using Interpretable Directions in Conceptual Spaces
J. Derrac, S. Schockaert
2014European Conference on Artificial Intelligence7 citations Open access
Semantic Scholar
On the statistical analysis of the parameters’ trend in a machine learning algorithm
S. García, J. Derrac, S. Ramírez-Gallego, F. Herrera
2014Progress in Artificial Intelligence4 citations
Semantic Scholar
A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection
J. Derrac, I. Triguero, S. García, F. Herrera
2012Hybrid Artificial Intelligence Systems4 citations
Semantic Scholar
A study of the scaling up capabilities of stratified prototype generation
I. Triguero, J. Derrac, F. Herrera, S. García
20112011 Third World Congress on Nature and Biologically Inspired Computing4 citations
Semantic Scholar
Comparison of KEEL versus open source Data Mining tools : Knime and Weka software Complementary Material for the paper KEEL : Multi-Stage Analysis in Data Mining
J. Alcalá-Fdez, S. García, A. Fernández, J. Luengo +7 more
20163 citations
Semantic Scholar
PROTOTYPE GENERATION FOR NEAREST NEIGHBOR CLASSIFICATION : SURVEY OF METHODS 1 Prototype Generation for Nearest Neighbor Classification : Survey of Methods
I. Triguero, J. Derrac, S. García, F. Herrera
20113 citations
Semantic Scholar
A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms
J. Derrac, C. Cornelis, S. García, F. Herrera
2011International Work-Conference on Artificial and Natural Neural Networks2 citations Open access
Semantic Scholar
Survey of New Approaches on Prototype Selection and Generation
J. Derrac, I. Triguero, S. García, F. Herrera
20111 citations
Semantic Scholar
IFS-CoCo in the Landscape Contest: Description and Results
J. Derrac, S. García, F. Herrera
2010ICPR Contests1 citations
Semantic Scholar
Commonsense Reasoning Based on Betweenness and Direction in Distributional Models
S. Schockaert, J. Derrac
2015AAAI Spring Symposia0 citations
Semantic Scholar
On the statistical analysis of the parameters’ trend in a machine learning algorithm
S. García, J. Derrac, S. Ramírez-Gallego, F. Herrera
2014Progress in Artificial Intelligence0 citations
Semantic Scholar
Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes
José A. Sáez, J. Derrac, J. Luengo, F. Herrera
2014Hybrid Artificial Intelligence Systems0 citations
Semantic Scholar
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection
J. Derrac, N. Verbiest, S. García, C. Cornelis +1 more
2012Soft Computing - A Fusion of Foundations, Methodologies and Applications0 citations
Semantic Scholar
A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification
S. García, J. Derrac, I. Triguero, C. Carmona +1 more
2010International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems0 citations
Semantic Scholar

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