Publications

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2018

Bustillo, Andres; Urbikain, Gorka; Perez, Jose M; Pereira, Octavio M; de Lacalle, Luis Lopez N

Smart optimization of a friction-drilling process based on boosting ensembles Journal Article

In: Journal of Manufacturing Systems, 2018, ISSN: 0278-6125.

Abstract | Links | BibTeX | Tags: Boosting, Ensembles, Friction drilling, Gap prediction, Small-size dataset

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

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

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

2011

García-Pedrajas, Nicolás; García-Osorio, César

Constructing ensembles of classifiers using supervised projection methods based on misclassified instances Journal Article

In: Expert Systems with Applications, 38 (1), pp. 343–359, 2011, ISSN: 0957-4174.

Links | BibTeX | Tags: Boosting, Classification, Data Mining, Linear projections, Subspace 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