Publications

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2017

Rodríguez, Juan José; Quintana, Guillem; Bustillo, Andrés; Ciurana, Joaquim

A decision-making tool based on decision trees for roughness prediction in face milling Journal Article

In: International Journal of Computer Integrated Manufacturing, 30 (9), 2017, ISSN: 0951-192X.

Abstract | Links | BibTeX | Tags: AI in manufacturing systems, cost management, decision support systems, Decision trees, process control, surface roughness, tool condition monitoring

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

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

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

GRASP Forest: A New Ensemble Method for Trees Inproceedings

In: Sansone, Carlo; Kittler, Josef; Roli, Fabio (Ed.): 10th International Workshop on Multiple Classifier Systems, MCS 2011, pp. 66-75, Springer-Verlag, Naples, Italy, 2011, ISSN: 0302-9743.

Links | BibTeX | Tags: Data Mining, Decision trees, Ensemble methods

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

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

GRASP Forest for regression: GRASP Metaheuristic Applied to the Construction of Ensembles of Regression Trees Inproceedings

In: CAEPIA 2011, 2011.

BibTeX | Tags: Data Mining, Decision trees, Regression ensembles

2010

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

An Experimental Study on Ensembles of Functional Trees Inproceedings

In: Gayar, Neamat El; Kittler, Josef; Roli, Fabio (Ed.): 9th International Workshop on Multiple Classifier Systems, MCS 2010, pp. 64-73, Cairo, Egypt, 2010, ISBN: 978-3-642-12126-5.

Links | BibTeX | Tags: Data Mining, Decision trees, Ensemble methods

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

Forests of Nested Dichotomies Journal Article

In: Pattern Recognition Letters, 31 (2), pp. 125-132, 2010, ISSN: 0167-8655.

Links | BibTeX | Tags: Data Mining, Decision trees, Ensemble methods

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

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