Publications

Andrews curves Applied Machine Learning Artificial intelligence Big data Boosting Business intelligence Chomsky normal form Class-imbalanced problems Classifier ensembles Cocke-Younger-Kasami algorithm Computer Science teaching Data Mining Data visualization Decision trees Disturbing neighbors End of studies project Ensemble methods Ensembles Exploratory data analysis Exploratory projection pursuit Instance selection Linear projections LL parsing Machine learning Multi-label classification Neural networks Parsing algorithms Random forest Random oracles Regression Regression ensembles Regression trees Regular expressions Rotation forest Self organizing maps SMOTE Spark Support vector machines surface roughness Virtual Reality

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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

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

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

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