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

2014

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

Tree ensemble construction using a GRASP-based heuristic and annealed randomness Journal Article

In: Information Fusion, 20 (0), pp. 189–202, 2014, ISSN: 1566-2535.

Abstract | Links | BibTeX | Tags: Boosting, Classifier ensembles, Data Mining, Decision trees, Ensemble methods, GRASP metahuristic, Random forest

2012

Maudes, Jesús; Rodríguez, Juan José; García-Osorio, César; García-Pedrajas, Nicolás

Random Feature Weights for Decision Tree Ensemble Construction Journal Article

In: Information Fusion, 13 (1), pp. 20-30, 2012, ISSN: 1566-2535.

Links | BibTeX | Tags: Bagging, Boosting, Classifier ensembles, Data Mining, Decision trees, Ensemble methods, Random forest

2009

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

Disturbing Neighbors Ensembles for Linear SVM Inproceedings

In: Benediktsson, Jon Atli; Kittler, Josef; Roli, Fabio (Ed.): 8th International Workshop on Multiple Classifier Systems, MCS 2009, pp. 191–200, Springer-Verlag, Reykjavik, Iceland, 2009, ISBN: 978-3-642-02325-5.

Links | BibTeX | Tags: Classifier ensembles, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods, Support vector machines

2008

García-Osorio, César; García-Pedrajas, Nicolás

Constructing ensembles of classifiers using linear projections based on misclassified instances Inproceedings

In: Verleysen, Michel (Ed.): 16th European Symposium on Artificial Neural Networks (ESANN 2008), pp. 283–288, d-side publications, Bruges, Belgium, 2008, ISBN: 2-930307-08-0.

BibTeX | Tags: Classifier ensembles, Data Mining, Ensemble methods, Linear projections

Maudes-Raedo, Jesús; Rodríguez, Juan José; García-Osorio, César

Disturbing Neighbors Diversity for Decision Forest Inproceedings

In: Valentini, Giorgio; Okun, Oleg (Ed.): Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), pp. 67–71, Patras, Grecia, 2008, ISBN: 978-84-612-4475-1.

BibTeX | Tags: Classifier ensembles, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods

2007

García-Pedrajas, Nicolás; García-Osorio, César; Fyfe, Colin

Nonlinear ``boosting'' projections for ensemble construction Journal Article

In: Journal of Machine Learning Research, 8 , pp. 1–33, 2007, ISSN: 1532-4435.

Abstract | Links | BibTeX | Tags: Boosting, Classifier ensembles, Data Mining, Ensemble methods, Neural networks, Nonlinear projections

García-Pedrajas, Nicolás; Romero-del-Castillo, Juan; García-Osorio, César

Boosting $k$-nearest neighbors classifiers by weighted evolutionary instace selection Inproceedings

In: Actas de las I Jornadas sobre Algoritmos Evolutivos y Metaheurísticas (JAEM 2007), pp. 301 – 308, Zaragoza, 2007.

BibTeX | Tags: Classifier ensembles, Instance selection