List of works - Salvador García

A memetic algorithm for evolutionary prototype selection: A scaling up approach

A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms

scientific article published in March 2011

A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability

scientific article published on 20 December 2008

A study of the behaviour of linguistic fuzzy rule based classification systems in the framework of imbalanced data-sets

article published in 2008

A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: the good synergy between RBFNs and EventCovering method.

scientific article published on 26 November 2009

A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 Special Session on Real Parameter Optimization

scholarly article by Salvador García et al published 14 May 2008 in Journal of Heuristics

A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests

scientific article published in May 2009

Addressing Data-Complexity for Imbalanced Data-Sets: A Preliminary Study on the Use of Preprocessing for C4.5

Addressing data complexity for imbalanced data sets: analysis of SMOTE-based oversampling and evolutionary undersampling

article

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

scientific article published in May 2010

Differential evolution for optimizing the positioning of prototypes in nearest neighbor classification

Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection

scholarly article by Joaquín Derrac et al published March 2012 in Information Sciences

Enhancing the effectiveness and interpretability of decision tree and rule induction classifiers with evolutionary training set selection over imbalanced problems

Evolutionary selection of hyperrectangles in nested generalized exemplar learning

Fractional Correspondence Framework in Detection Transformer

scientific article published on 26 October 2024

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule

scientific article published in June 2010

IPADE: Iterative prototype adjustment for nearest neighbor classification.

scientific article published on 28 October 2010

Integrating a differential evolution feature weighting scheme into prototype generation

Integrating instance selection, instance weighting, and feature weighting for nearest neighbor classifiers by coevolutionary algorithms.

scientific article published on 16 April 2012

KEEL: a software tool to assess evolutionary algorithms for data mining problems

article by J. Alcalá-Fdez et al published 22 May 2008 in Soft Computing

Making CN2-SD subgroup discovery algorithm scalable to large size data sets using instance selection

scientific article published in November 2008

Multivariate Discretization Based on Evolutionary Cut Points Selection for Classification.

scientific article published on 18 March 2015

On the choice of the best imputation methods for missing values considering three groups of classification methods

On the use of evolutionary feature selection for improving fuzzy rough set based prototype selection

Prototype selection for nearest neighbor classification: taxonomy and empirical study

scientific article published in March 2012

SEG-SSC: a framework based on synthetic examples generation for self-labeled semi-supervised classification.

scientific article published in July 2014

Subgroup discover in large size data sets preprocessed using stratified instance selection for increasing the presence of minority classes

article by José-Ramón Cano et al published December 2008 in Pattern Recognition Letters

List of works by Salvador García