Publications

@inproceedings{RDMG12,

title = {Disturbing Neighbors Ensembles of Trees for Imbalanced Data},

author = {Juan José Rodríguez and José Francisco Díez-Pastor and Jesús Maudes and César García-Osorio},

editor = {Arif M Wani and Taghi Khoshgoftaar and Xingquan (Hill) Zhu and Naeem Seliya},

doi = {10.1109/ICMLA.2012.181},

isbn = {978-0-7695-4913-2},

year  = {2012},

date = {2012-01-01},

booktitle = {11th International Conference on Machine Learning and Applications, ICMLA 2012},

volume = {2},

pages = {83-88},

publisher = {IEEE},

address = {Boca Ratón, EEUU},

keywords = {Class-imbalanced problems, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Diez-Pastor2011,

title = {GRASP Forest: A New Ensemble Method for Trees},

author = {José Francisco Díez-Pastor and César García-Osorio and Juan José Rodríguez and Andrés Bustillo},

editor = {Carlo Sansone and Josef Kittler and Fabio Roli},

doi = {10.1007/978-3-642-21557-5_9},

issn = {0302-9743},

year  = {2011},

date = {2011-01-01},

booktitle = {10th International Workshop on Multiple Classifier Systems, MCS 2011},

volume = {6713},

pages = {66-75},

publisher = {Springer-Verlag},

address = {Naples, Italy},

series = {Lecture Notes in Computer Sciences},

keywords = {Data Mining, Decision trees, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Rodriguez2011,

title = {Ensembles of Decision Trees for Imbalanced Data},

author = {Juan José Rodríguez and José Francisco Díez-Pastor and César García-Osorio},

editor = {Carlo Sansone and Josef Kittler and Fabio Roli},

doi = {10.1007/978-3-642-21557-5_10},

issn = {0302-9743},

year  = {2011},

date = {2011-01-01},

booktitle = {10th International Workshop on Multiple Classifier Systems, MCS 2011},

volume = {6713},

pages = {76-85},

publisher = {Springer-Verlag},

address = {Naples, Italy},

series = {LNCS},

keywords = {Class-imbalanced problems, Data Mining, Decision trees, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{RDGS11,

title = {Using Model Trees and their Ensembles for Imbalanced Data},

author = {Juan José Rodríguez and José Francisco Díez-Pastor and César García-Osorio and Pedro Santos},

editor = {Jose A Lozano and José A Gámez and José A Moreno},

isbn = {978-3-642-25273-0},

year  = {2011},

date = {2011-01-01},

booktitle = {Advances in Artificial Intelligence: 14th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2011},

volume = {7023},

pages = {94--103},

publisher = {Springer},

address = {La Laguna, Spain},

series = {Lecture Notes in Computer Science},

keywords = {Class-imbalanced problems, Data Mining, Decision trees, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DGR11,

title = {GRASP Forest for regression: GRASP Metaheuristic Applied to the Construction of Ensembles of Regression Trees},

author = {José Francisco Díez-Pastor and César García-Osorio and Juan José Rodríguez},

year  = {2011},

date = {2011-01-01},

booktitle = {CAEPIA 2011},

keywords = {Data Mining, Decision trees, Regression ensembles},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{RGMD10,

title = {An Experimental Study on Ensembles of Functional Trees},

author = {Juan José Rodríguez and César García-Osorio and Jesús Maudes and José Francisco Díez-Pastor},

editor = {Neamat El Gayar and Josef Kittler and Fabio Roli},

doi = {10.1007/978-3-642-12127-2_7},

isbn = {978-3-642-12126-5},

year  = {2010},

date = {2010-01-01},

booktitle = {9th International Workshop on Multiple Classifier Systems, MCS 2010},

volume = {5997},

pages = {64-73},

address = {Cairo, Egypt},

series = {Lecture Notes in Computer Science},

keywords = {Data Mining, Decision trees, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{MRG09a,

title = {Disturbing Neighbors Ensembles for Linear SVM},

author = {Jesús Maudes and Juan José Rodríguez and César García-Osorio},

editor = {Jon Atli Benediktsson and Josef Kittler and Fabio Roli},

doi = {10.1007/978-3-642-02326-2_20},

isbn = {978-3-642-02325-5},

year  = {2009},

date = {2009-01-01},

booktitle = {8th International Workshop on Multiple Classifier Systems, MCS 2009},

volume = {5519},

pages = {191--200},

publisher = {Springer-Verlag},

address = {Reykjavik, Iceland},

series = {Lecture Notes in Computer Science},

keywords = {Classifier ensembles, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods, Support vector machines},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{SUEMA2008:DisturbingNeighbors,

title = {Disturbing Neighbors Diversity for Decision Forest},

author = {Jesús Maudes-Raedo and Juan José Rodríguez and César García-Osorio},

editor = {Giorgio Valentini and Oleg Okun},

isbn = {978-84-612-4475-1},

year  = {2008},

date = {2008-00-01},

booktitle = {Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008)},

pages = {67--71},

address = {Patras, Grecia},

keywords = {Classifier ensembles, Data Mining, Decision trees, Disturbing neighbors, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}