A practical tutorial on bagging and boosting based ensembles for machine learning: Algorithms, software tools, performance study, practical perspectives and opportunities
González, Sergio, García, Salvador, Del Ser, Javier, Rokach, Lior, Herrera, Francisco
Published in Information fusion (01.12.2020)
Published in Information fusion (01.12.2020)
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Journal Article
Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study
Triguero, Isaac, García, Salvador, Herrera, Francisco
Published in Knowledge and information systems (01.02.2015)
Published in Knowledge and information systems (01.02.2015)
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Journal Article
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
García, Salvador, Molina, Daniel, Lozano, Manuel, Herrera, Francisco
Published in Journal of heuristics (01.12.2009)
Published in Journal of heuristics (01.12.2009)
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Journal Article
A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
Derrac, Joaquín, García, Salvador, Molina, Daniel, Herrera, Francisco
Published in Swarm and evolutionary computation (01.03.2011)
Published in Swarm and evolutionary computation (01.03.2011)
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Journal Article
Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power
García, Salvador, Fernández, Alberto, Luengo, Julián, Herrera, Francisco
Published in Information sciences (15.05.2010)
Published in Information sciences (15.05.2010)
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Journal Article
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
Barredo Arrieta, Alejandro, Díaz-Rodríguez, Natalia, Del Ser, Javier, Bennetot, Adrien, Tabik, Siham, Barbado, Alberto, Garcia, Salvador, Gil-Lopez, Sergio, Molina, Daniel, Benjamins, Richard, Chatila, Raja, Herrera, Francisco
Published in Information fusion (01.06.2020)
Published in Information fusion (01.06.2020)
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Journal Article
Dynamic ensemble selection for multi-class imbalanced datasets
García, Salvador, Zhang, Zhong-Liang, Altalhi, Abdulrahman, Alshomrani, Saleh, Herrera, Francisco
Published in Information sciences (01.06.2018)
Published in Information sciences (01.06.2018)
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Journal Article
Enabling Smart Data: Noise filtering in Big Data classification
García-Gil, Diego, Luengo, Julián, García, Salvador, Herrera, Francisco
Published in Information sciences (01.04.2019)
Published in Information sciences (01.04.2019)
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Journal Article
Tutorial on practical tips of the most influential data preprocessing algorithms in data mining
García, Salvador, Luengo, Julián, Herrera, Francisco
Published in Knowledge-based systems (15.04.2016)
Published in Knowledge-based systems (15.04.2016)
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Journal Article
MRPR: A MapReduce solution for prototype reduction in big data classification
Triguero, Isaac, Peralta, Daniel, Bacardit, Jaume, García, Salvador, Herrera, Francisco
Published in Neurocomputing (Amsterdam) (20.02.2015)
Published in Neurocomputing (Amsterdam) (20.02.2015)
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Journal Article
A review of comparative advertising research 1975–2018: Thematic and citation analyses
del Barrio-García, Salvador, Muñoz-Leiva, Francisco, Golden, Linda
Published in Journal of business research (01.12.2020)
Published in Journal of business research (01.12.2020)
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Journal Article