Publications

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2019

Kordos, Mirosław; Arnaiz-González, Álvar; García-Osorio, César

Evolutionary prototype selection for multi-output regression Journal Article

In: Neurocomputing, 358 , pp. 309-320, 2019, ISSN: 0925-2312.

Abstract | Links | BibTeX | Tags: Multi-output, Multi-target, Prototype selection, Regression

2016

Arnaiz-González, Álvar; Blachnik, Marcin; Kordos, Mirosław; García-Osorio, César

Fusion of instance selection methods in regression tasks Journal Article

In: Information Fusion, 30 , pp. 69 - 79, 2016, ISSN: 1566-2535.

Abstract | Links | BibTeX | Tags: Data Mining, Ensemble methods, Instance selection, Regression

Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César

Instance selection for regression by discretization Journal Article

In: Expert Systems With Applications, 2016, ISSN: 0957-4174.

Links | BibTeX | Tags: Data Mining, Instance selection, Regression

Arnaiz-González, Álvar; Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César

Instance selection for regression: Adapting DROP Journal Article

In: Neurocomputing, 201 , pp. 66–81, 2016, ISSN: 0925-2312.

Abstract | Links | BibTeX | Tags: Data Mining, DROP, Instance selection, Noise filtering, Regression

Arnaiz-González, Álvar; Díez-Pastor, José Francisco; García-Osorio, César; Rodríguez, Juan José

Random feature weights for regression trees Journal Article

In: Progress in Artificial Intelligence, 5 (2), pp. 91–103, 2016, ISSN: 2192-6360.

Abstract | Links | BibTeX | Tags: Data Mining, Ensemble methods, Regression

2013

Pardo, Carlos; Díez-Pastor, José Francisco; García-Osorio, César; Rodríguez, Juan José

Rotation Forests for regression Journal Article

In: Applied Mathematics and Computation, 219 (19), pp. 9914-9924, 2013, ISSN: 0096-3003.

Links | BibTeX | Tags: Data Mining, Regression, Rotation forest

2012

Pardo, Carlos; Díez-Pastor, José Francisco; García-Pedrajas, Nicolás; Rodríguez, Juan José; García-Osorio, César

Linear projections --- An Experimental Study for Regression Problems Inproceedings

In: Carmona, Pedro Latorre; Sánchez, Salvador J; Fred, Ana (Ed.): 1st International Conference on Patter Recognition Applications and Methods (ICPRAM), pp. 198–204, SciTePress --- Science and Technology Publications, Villamoura, Portugal, 2012, ISBN: 978-989-8425-98-0.

BibTeX | Tags: Data Mining, Linear projections, Regression

2010

Pardo, Carlos; Rodríguez, Juan José; García-Osorio, César; Maudes, Jesús

An Empirical Study of Multilayer Perceptron Ensembles for Regression Tasks Inproceedings

In: García-Pedrajas, Nicolás; Herrera, Francisco; Fyfe, Colin; Benítez, José Manuel; Ali, Moonis (Ed.): Trends in Applied Intelligent Systems: 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, pp. 106–115, Springer, Córdoba, Spain, 2010, ISBN: 978-3-642-13024-3.

BibTeX | Tags: Data Mining, Ensemble methods, Neural networks, Regression

2009

Rodríguez, Juan José; Maudes, Jesús; Pardo, Carlos; García-Osorio, César

Disturbing Neighbors Ensembles for Regression Inproceedings

In: XIII Conferencia de la Asociación Española para la Inteligencia Artificial, CAEPIA - TTIA 2009, pp. 369-378, Asociación Española para la Inteligencia Artificial, Sevilla, Spain, 2009, ISBN: 978-84-692-6424-9.

BibTeX | Tags: Data Mining, Disturbing neighbors, Regression, Regression ensembles