Joaquín Derrac

Publication Activity (10 Years)

Years Active: 2009-2016
Publications (10 Years): 2

Top Topics

Nearest Neighbor

Plausible Reasoning

Feature Weighting

Evolutionary Fuzzy

Top Venues

Knowl. Based Syst.

Publications

Nele Verbiest, Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis. Appl. Soft Comput. 38 (2016)
Joaquín Derrac, Francisco Chiclana, Salvador García, Francisco Herrera
Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets. Inf. Sci. 329 (2016)
Joaquín Derrac, Steven Schockaert
Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning. Artif. Intell. 228 (2015)
Mikel Galar, Joaquín Derrac, Daniel Peralta, Isaac Triguero, Daniel Paternain, Carlos Lopez-Molina, Salvador García, José Manuel Benítez, Miguel Pagola, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal. Knowl. Based Syst. 81 (2015)
Joaquín Derrac, Francisco Chiclana, Salvador García, Francisco Herrera
An Interval Valued K-Nearest Neighbors Classifier. IFSA-EUSFLAT (2015)
Mikel Galar, Joaquín Derrac, Daniel Peralta, Isaac Triguero, Daniel Paternain, Carlos Lopez-Molina, Salvador García, José Manuel Benítez, Miguel Pagola, Edurne Barrenechea Tartas, Humberto Bustince Sola, Francisco Herrera
A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models. Knowl. Based Syst. 81 (2015)
Steven Schockaert, Joaquín Derrac
Commonsense Reasoning Based on Betweenness and Direction in Distributional Models. AAAI Spring Symposia (2015)
José A. Sáez, Joaquín Derrac, Julián Luengo, Francisco Herrera
Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers. Pattern Recognit. 47 (12) (2014)
Joaquín Derrac, Salvador García, Francisco Herrera
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects. Inf. Sci. 260 (2014)
Joaquín Derrac, Steven Schockaert
Enriching Taxonomies of Place Types Using Flickr. FoIKS (2014)
Salvador García, Joaquín Derrac, Sergio Ramírez-Gallego, Francisco Herrera
On the statistical analysis of the parameters' trend in a machine learning algorithm. Prog. Artif. Intell. 3 (1) (2014)
José A. Sáez, Joaquín Derrac, Julián Luengo, Francisco Herrera
Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes. HAIS (2014)
Joaquín Derrac, Salvador García, Sheldon Hui, Ponnuthurai Nagaratnam Suganthan, Francisco Herrera
Analyzing convergence performance of evolutionary algorithms: A statistical approach. Inf. Sci. 289 (2014)
Joaquín Derrac, Steven Schockaert
Characterising Semantic Relatedness using Interpretable Directions in Conceptual Spaces. ECAI (2014)
Joaquín Derrac, Nele Verbiest, Salvador García, Chris Cornelis, Francisco Herrera
On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection. Soft Comput. 17 (2) (2013)
Joaquín Derrac, Salvador García, Sheldon Hui, Francisco Herrera, Ponnuthurai Nagaratnam Suganthan
Statistical analysis of convergence performance throughout the evolutionary search: A case study with SaDE-MMTS and Sa-EPSDE-MMTS. SDE (2013)
Salvador García, Joaquín Derrac, José Ramón Cano, Francisco Herrera
Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study. IEEE Trans. Pattern Anal. Mach. Intell. 34 (3) (2012)
Isaac Triguero, Joaquín Derrac, Salvador García, Francisco Herrera
Integrating a differential evolution feature weighting scheme into prototype generation. Neurocomputing 97 (2012)
Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection. Inf. Sci. 186 (1) (2012)
Joaquín Derrac, Isaac Triguero, Salvador García, Francisco Herrera
A Co-evolutionary Framework for Nearest Neighbor Enhancement: Combining Instance and Feature Weighting with Instance Selection. HAIS (2) (2012)
Isaac Triguero, Joaquín Derrac, Salvador García, Francisco Herrera
A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification. IEEE Trans. Syst. Man Cybern. Part C 42 (1) (2012)
Salvador García, Joaquín Derrac, Isaac Triguero, Cristóbal J. Carmona, Francisco Herrera
Evolutionary-based selection of generalized instances for imbalanced classification. Knowl. Based Syst. 25 (1) (2012)
Joaquín Derrac, Isaac Triguero, Salvador García, Francisco Herrera
Integrating Instance Selection, Instance Weighting, and Feature Weighting for Nearest Neighbor Classifiers by Coevolutionary Algorithms. IEEE Trans. Syst. Man Cybern. Part B 42 (5) (2012)
Jesús Alcalá-Fdez, Alberto Fernández, Julián Luengo, Joaquín Derrac, Salvador García
KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework. J. Multiple Valued Log. Soft Comput. 17 (2-3) (2011)
Isaac Triguero, Joaquín Derrac, Francisco Herrera, Salvador García
A study of the scaling up capabilities of stratified prototype generation. NaBIC (2011)
Joaquín Derrac, Salvador García, Daniel Molina, Francisco Herrera
A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evol. Comput. 1 (1) (2011)
Salvador García, Joaquín Derrac, Julián Luengo, Cristóbal J. Carmona, Francisco Herrera
Evolutionary selection of hyperrectangles in nested generalized exemplar learning. Appl. Soft Comput. 11 (3) (2011)
Joaquín Derrac, Chris Cornelis, Salvador García, Francisco Herrera
A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms. IWANN (1) (2011)
Joaquín Derrac, Salvador García, Francisco Herrera
Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability. Memetic Comput. 2 (3) (2010)
Joaquín Derrac, Salvador García, Francisco Herrera
IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule. Pattern Recognit. 43 (6) (2010)
Joaquín Derrac, Salvador García, Francisco Herrera
A Survey on Evolutionary Instance Selection and Generation. Int. J. Appl. Metaheuristic Comput. 1 (1) (2010)
Joaquín Derrac, Salvador García, Francisco Herrera
IFS-CoCo in the Landscape Contest: Description and Results. ICPR Contests (2010)
Salvador García, Joaquín Derrac, Isaac Triguero, Cristóbal J. Carmona, Francisco Herrera
A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification. IEA/AIE (1) (2010)
Joaquín Derrac, Salvador García, Francisco Herrera
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection. HAIS (2009)
Alberto Fernández, Julián Luengo, Joaquín Derrac, Jesús Alcalá-Fdez, Francisco Herrera
Implementation and Integration of Algorithms into the KEEL Data-Mining Software Tool. IDEAL (2009)
Salvador García, Joaquín Derrac, Julián Luengo, Francisco Herrera
A First Approach to Nearest Hyperrectangle Selection by Evolutionary Algorithms. ISDA (2009)