Publications

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2015

Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César; Kuncheva, Ludmila I

Random Balance: Ensembles of variable priors classifiers for imbalanced data Journal Article

In: Knowledge-Based Systems, 85 , pp. 96-111, 2015, ISSN: 0950-7051.

Abstract | Links | BibTeX | Tags: AdaBoost, Bagging, Class-imbalanced problems, Classifier ensembles, Data Mining, Ensemble methods, SMOTE, Undersampling

Díez-Pastor, José Francisco; Rodríguez, Juan José; García-Osorio, César; Kuncheva, Ludmila I

Diversity techniques improve the performance of the best imbalance learning ensembles Journal Article

In: Information Sciences, 325 , pp. 98 - 117, 2015, ISSN: 0020-0255.

Abstract | Links | BibTeX | Tags: Class-imbalanced problems, Classifier ensembles, Data Mining, Diversity, Ensemble methods, Rotation forest, SMOTE, Undersampling

2013

García-Pedrajas, Nicolás; García-Osorio, César

Boosting for class-imbalanced datasets using genetically evolved supervised non-linear projections Journal Article

In: Progress in Artificial Intelligence, 2 (1), pp. 29-44, 2013, ISSN: 2192-6352.

Links | BibTeX | Tags: Boosting, Class-imbalanced problems, Data Mining, Real-coded genetic algorithms

Díez-Pastor, José Francisco; García-Osorio, César; Barbero-García, Víctor; Blanco-Álamo, Alan

Imbalanced Learning Ensembles for Defect Detection in X-Ray Images Inproceedings

In: Ali, Moonis; Bosse, Tibor; Hindriks, Koen V; Hoogendoorn, Mark; Jonker, Catholijn M; Treur, Jan (Ed.): 26th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2013, pp. 654-663, Amsterdam, The Netherland, 2013, ISBN: 978-3-642-38576-6.

Links | BibTeX | Tags: Applied Machine Learning, Business intelligence, Class-imbalanced problems, Data Mining

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

Random Oracle Ensembles for Imbalanced Data Inproceedings

In: Zhou, Zhi-Hua; Roli, Fabio; Kittler, Josef (Ed.): 11th International Workshop on Multiple Classifier Systems, MCS 2013, pp. 247-258, Nanjing, China, 2013, ISBN: 978-3-642-38066-2.

Links | BibTeX | Tags: Class-imbalanced problems, Data Mining, Ensemble methods, Random oracles

2012

Rodríguez, Juan José; Díez-Pastor, José Francisco; Maudes, Jesús; García-Osorio, César

Disturbing Neighbors Ensembles of Trees for Imbalanced Data Inproceedings

In: Wani, Arif M; Khoshgoftaar, Taghi; Zhu, Xingquan (Hill); Seliya, Naeem (Ed.): 11th International Conference on Machine Learning and Applications, ICMLA 2012, pp. 83-88, IEEE, Boca Ratón, EEUU, 2012, ISBN: 978-0-7695-4913-2.

Links | BibTeX | Tags: Class-imbalanced problems, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods

2011

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

Ensembles of Decision Trees for Imbalanced Data Inproceedings

In: Sansone, Carlo; Kittler, Josef; Roli, Fabio (Ed.): 10th International Workshop on Multiple Classifier Systems, MCS 2011, pp. 76-85, Springer-Verlag, Naples, Italy, 2011, ISSN: 0302-9743.

Links | BibTeX | Tags: Class-imbalanced problems, Data Mining, Decision trees, Ensemble methods

Rodríguez, Juan José; Díez-Pastor, José Francisco; García-Osorio, César; Santos, Pedro

Using Model Trees and their Ensembles for Imbalanced Data Inproceedings

In: Lozano, Jose A; Gámez, José A; Moreno, José A (Ed.): Advances in Artificial Intelligence: 14th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2011, pp. 94–103, Springer, La Laguna, Spain, 2011, ISBN: 978-3-642-25273-0.

BibTeX | Tags: Class-imbalanced problems, Data Mining, Decision trees, Ensemble methods