Joaquín Derrac

According to our database1, Joaquín Derrac authored at least 36 papers between 2009 and 2016.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.



In proceedings 
PhD thesis 




Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets.
Inf. Sci., 2016

Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis.
Appl. Soft Comput., 2016

A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal.
Knowl.-Based Syst., 2015

A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models.
Knowl.-Based Syst., 2015

Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning.
Artif. Intell., 2015

An Interval Valued K-Nearest Neighbors Classifier.
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15), 2015

Commonsense Reasoning Based on Betweenness and Direction in Distributional Models.
Proceedings of the 2015 AAAI Spring Symposia, 2015

Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers.
Pattern Recognition, 2014

On the statistical analysis of the parameters' trend in a machine learning algorithm.
Progress in AI, 2014

Analyzing convergence performance of evolutionary algorithms: A statistical approach.
Inf. Sci., 2014

Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects.
Inf. Sci., 2014

Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes.
Proceedings of the Hybrid Artificial Intelligence Systems - 9th International Conference, 2014

Enriching Taxonomies of Place Types Using Flickr.
Proceedings of the Foundations of Information and Knowledge Systems, 2014

Characterising Semantic Relatedness using Interpretable Directions in Conceptual Spaces.
Proceedings of the ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic, 2014

On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection.
Soft Comput., 2013

Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS.
Proceedings of the 2013 IEEE Symposium on Differential Evolution, 2013

A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification.
IEEE Trans. Systems, Man, and Cybernetics, Part C, 2012

Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms.
IEEE Trans. Systems, Man, and Cybernetics, Part B, 2012

Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study.
IEEE Trans. Pattern Anal. Mach. Intell., 2012

Evolutionary-based selection of generalized instances for imbalanced classification.
Knowl.-Based Syst., 2012

Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection.
Inf. Sci., 2012

Integrating a differential evolution feature weighting scheme into prototype generation.
Neurocomputing, 2012

A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection.
Proceedings of the Hybrid Artificial Intelligent Systems - 7th International Conference, 2012

A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms.
Swarm and Evolutionary Computation, 2011

KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework.
Multiple-Valued Logic and Soft Computing, 2011

Evolutionary selection of hyperrectangles in nested generalized exemplar learning.
Appl. Soft Comput., 2011

A study of the scaling up capabilities of stratified prototype generation.
Proceedings of the Third World Congress on Nature & Biologically Inspired Computing, 2011

A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms.
Proceedings of the Advances in Computational Intelligence, 2011

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule.
Pattern Recognition, 2010

Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability.
Memetic Computing, 2010

A Survey on Evolutionary Instance Selection and Generation.
Int. J. of Applied Metaheuristic Computing, 2010

A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification.
Proceedings of the Trends in Applied Intelligent Systems, 2010

IFS-CoCo in the Landscape Contest: Description and Results.
Proceedings of the Recognizing Patterns in Signals, Speech, Images and Videos, 2010

A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009

Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool.
Proceedings of the Intelligent Data Engineering and Automated Learning, 2009

A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection.
Proceedings of the Hybrid Artificial Intelligence Systems, 4th International Conference, 2009