A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms von Derrac, Joaquín, García, Salvador, Molina, Daniel, Herrera, Francisco

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A Taxonomy and Experimental Study on Prototype Generation for Nearest Neighbor Classification von Triguero, I., Derrac, J., Garcia, S., Herrera, F.

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Analyzing convergence performance of evolutionary algorithms: A statistical approach von Derrac, Joaquín, García, Salvador, Hui, Sheldon, Suganthan, Ponnuthurai Nagaratnam, Herrera, Francisco

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A survey of fingerprint classification Part I: Taxonomies on feature extraction methods and learning models von Galar, Mikel, Derrac, Joaquín, Peralta, Daniel, Triguero, Isaac, Paternain, Daniel, Lopez-Molina, Carlos, García, Salvador, Benítez, José M., Pagola, Miguel, Barrenechea, Edurne, Bustince, Humberto, Herrera, Francisco

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Statistical computation of feature weighting schemes through data estimation for nearest neighbor classifiers von Sáez, José A., Derrac, Joaquín, Luengo, Julián, Herrera, Francisco

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Inducing semantic relations from conceptual spaces: A data-driven approach to plausible reasoning von Derrac, Joaquín, Schockaert, Steven

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A survey of fingerprint classification Part II: Experimental analysis and ensemble proposal von Galar, Mikel, Derrac, Joaquín, Peralta, Daniel, Triguero, Isaac, Paternain, Daniel, Lopez-Molina, Carlos, García, Salvador, Benítez, José M., Pagola, Miguel, Barrenechea, Edurne, Bustince, Humberto, Herrera, Francisco

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Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study von Garcia, Salvador, Derrac, Joaquin, Cano, Jose Ramon, Herrera, Francisco

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Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects von Derrac, Joaquín, García, Salvador, Herrera, Francisco

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Evolutionary fuzzy k-nearest neighbors algorithm using interval-valued fuzzy sets von Derrac, Joaquín, Chiclana, Francisco, García, Salvador, Herrera, Francisco

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Enhancing evolutionary instance selection algorithms by means of fuzzy rough set based feature selection von Derrac, Joaquín, Cornelis, Chris, García, Salvador, Herrera, Francisco

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IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule von Derrac, Joaquín, García, Salvador, Herrera, Francisco

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Evolutionary wrapper approaches for training set selection as preprocessing mechanism for support vector machines: Experimental evaluation and support vector analysis von Verbiest, Nele, Derrac, Joaquín, Cornelis, Chris, García, Salvador, Herrera, Francisco

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Evolutionary-based selection of generalized instances for imbalanced classification von Garcı´a, Salvador, Derrac, Joaquı´n, Triguero, Isaac, Carmona, Cristóbal J., Herrera, Francisco

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Integrating a differential evolution feature weighting scheme into prototype generation von Triguero, Isaac, Derrac, Joaquín, García, Salvador, Herrera, Francisco

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A Survey on Evolutionary Instance Selection and Generation von Derrac, Joaquín, García, Salvador, Herrera, Francisco

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Evolutionary selection of hyperrectangles in nested generalized exemplar learning von García, Salvador, Derrac, Joaquín, Luengo, Julián, Carmona, Cristóbal J., Herrera, Francisco

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On the statistical analysis of the parameters’ trend in a machine learning algorithm von García, Salvador, Derrac, Joaquín, Ramírez-Gallego, Sergio, Herrera, Francisco

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Stratified prototype selection based on a steady-state memetic algorithm: a study of scalability von Derrac, Joaquín, García, Salvador, Herrera, Francisco

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Improving the Behavior of the Nearest Neighbor Classifier against Noisy Data with Feature Weighting Schemes von Sáez, José A., Derrac, Joaquín, Luengo, Julián, Herrera, Francisco

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