Publications

@inproceedings{ESTYLF2014a,

title = {Segmentación de defectos en piezas de fundido usando umbrales adaptativos y ensembles},

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

isbn = {978-84-15688-76-1},

year  = {2014},

date = {2014-01-01},

booktitle = {XVII congreso español sobre tecnologías y lógica fuzzy, ESTYLF 2014},

pages = {345-350},

address = {Zaragoza, Spain},

keywords = {Applied Machine Learning, Business intelligence, Data Mining},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ESTYLF2014b,

title = {Selección de instancias en regresión mediante discretización},

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

isbn = {978-84-15688-76-1},

year  = {2014},

date = {2014-01-01},

booktitle = {XVII congreso español sobre tecnologías y lógica fuzzy, ESTYLF 2014},

pages = {351-356},

address = {Zaragoza, Spain},

keywords = {Data Mining, Instance selection},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ieaaieDiez-PastorGBB13,

title = {Imbalanced Learning Ensembles for Defect Detection in X-Ray Images},

author = {José Francisco Díez-Pastor and César García-Osorio and Víctor Barbero-García and Alan Blanco-Álamo},

editor = {Moonis Ali and Tibor Bosse and Koen V Hindriks and Mark Hoogendoorn and Catholijn M Jonker and Jan Treur},

url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84881385369&partnerID=40&md5=a5b5f8ad1a108c9da02b51a1346ddb10},

doi = {10.1007/978-3-642-38577-3_68},

isbn = {978-3-642-38576-6},

year  = {2013},

date = {2013-01-01},

booktitle = {26th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2013},

pages = {654-663},

address = {Amsterdam, The Netherland},

keywords = {Applied Machine Learning, Business intelligence, Class-imbalanced problems, Data Mining},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{mcsRodriguezDG13,

title = {Random Oracle Ensembles for Imbalanced Data},

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

editor = {Zhi-Hua Zhou and Fabio Roli and Josef Kittler},

doi = {10.1007/978-3-642-38067-9_22},

isbn = {978-3-642-38066-2},

year  = {2013},

date = {2013-01-01},

booktitle = {11th International Workshop on Multiple Classifier Systems, MCS 2013},

pages = {247-258},

address = {Nanjing, China},

crossref = {mcs2013},

keywords = {Class-imbalanced problems, Data Mining, Ensemble methods, Random oracles},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ICPRAM2012,

title = {Linear projections — An Experimental Study for Regression Problems},

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

editor = {Pedro Latorre Carmona and Salvador J Sánchez and Ana Fred},

isbn = {978-989-8425-98-0},

year  = {2012},

date = {2012-01-01},

booktitle = {1st International Conference on Patter Recognition Applications and Methods (ICPRAM)},

pages = {198–204},

publisher = {SciTePress — Science and Technology Publications},

address = {Villamoura, Portugal},

keywords = {Data Mining, Linear projections, Regression},

pubstate = {published},

tppubtype = {inproceedings}

}

@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{Spectralizer:EDULEARN2012,

title = {Spectralizer: a tool for visualization of spectral clustering algorithms},

author = {Daniel Bermejo-Teson and José Francisco Díez-Pastor and Álvar Arnaiz-González and César García-Osorio},

url = {http://library.iated.org/view/BERMEJOTESON2012SPE},

issn = {2340-1117},

year  = {2012},

date = {2012-00-01},

booktitle = {Proceedings of the 4th international conference on education and new learning technologies (EDULEARN12)},

pages = {1985–1992},

publisher = {IATED},

address = {Barcelona, Spain},

note = {2nd-4th July 2012},

keywords = {Clustering, Computer Science teaching, Spectral clustering},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ISBur:EDULEARN2012,

title = {Tool for supporting the teaching of instance selection algorithms},

author = {Álvar Arnaiz-González and José Francisco Diez-Pastor and César García-Osorio and Juan José Rodríguez},

url = {http://library.iated.org/view/ARNAIZGONZLEZ2012TOO},

issn = {2340-1117},

year  = {2012},

date = {2012-00-01},

booktitle = {Proceedings of the 4th international conference on education and new learning technologies (EDULEARN12)},

pages = {6088–6096},

publisher = {IATED},

address = {Barcelona, Spain},

note = {2nd-4th July 2012},

keywords = {Computer Science teaching, Instance selection},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{JENUI2012,

title = {Herramienta de apoyo a la docencia de algoritmos de selección de instancias},

author = {Álvar Arnaiz-González and José Francisco Diez-Pastor and César García-Osorio and Juan José Rodríguez},

isbn = {978–84–615–7157–4},

year  = {2012},

date = {2012-00-01},

booktitle = {Actas de las XVIII Jornadas de Enseñanza Universitaria de Informática (JENUI 2012)},

pages = {33–40},

address = {Ciudad Real,Spain},

note = {10-13 de julio 2012},

keywords = {Computer Science teaching, Instance selection},

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{PRDG10,

title = {Random Oracles for Regression Ensembles},

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

year  = {2010},

date = {2010-01-01},

booktitle = {Workshop on Supervised and Unsupervised Ensemble Methods and their Applications, SUEMA 2010},

pages = {85-96},

keywords = {Data Mining, Random oracles, Regression ensembles},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{PRGM10,

title = {An Empirical Study of Multilayer Perceptron Ensembles for Regression Tasks},

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

editor = {Nicolás García-Pedrajas and Francisco Herrera and Colin Fyfe and José Manuel Benítez and Moonis Ali},

isbn = {978-3-642-13024-3},

year  = {2010},

date = {2010-01-01},

booktitle = {Trends in Applied Intelligent Systems: 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010},

volume = {6097},

pages = {106–115},

publisher = {Springer},

address = {Córdoba, Spain},

series = {Lecture Notes in Computer Science},

keywords = {Data Mining, Ensemble methods, Neural networks, Regression},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DRBG10,

title = {Aplicación de Bosques de Decisión a la Detección de Roturas en Herramientas Multifilo},

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

editor = {Alicia Troncoso and José C Riquelme},

isbn = {978-84-92812-60-8},

year  = {2010},

date = {2010-01-01},

booktitle = {V Simposio de Teoría y Aplicaciones de Minería de Datos, TAMIDA 2010},

pages = {275-282},

publisher = {Garceta grupo editorial},

note = {Simposio organizado por Red Española de Minería de Datos y Aprendizaje},

keywords = {Applied Machine Learning, Business intelligence, Data Mining},

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{RMPG09,

title = {Disturbing Neighbors Ensembles for Regression},

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

isbn = {978-84-692-6424-9},

year  = {2009},

date = {2009-01-01},

booktitle = {XIII Conferencia de la Asociación Española para la 

 Inteligencia Artificial, CAEPIA - TTIA 2009},

pages = {369-378},

publisher = {Asociación Española para la Inteligencia Artificial},

address = {Sevilla, Spain},

keywords = {Data Mining, Disturbing neighbors, Regression, Regression ensembles},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ICINCO08,

title = {LICENSE PLATE NUMBER RECOGNITION — New heuristics and a comparative study of classifiers},

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

editor = {Joaquim Filipe and Juan Andrade-Cetto and Jean-Louis Ferrier},

isbn = {978-989-8111-31-9},

year  = {2008},

date = {2008-05-01},

booktitle = {5th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2008)},

pages = {268-273},

publisher = {Universidad da Madeira},

address = {Funchal, Madeira, Portugal},

keywords = {Data Mining, License plate number recognition},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ESANN08,

title = {Constructing ensembles of classifiers using linear projections based on misclassified instances},

author = {César García-Osorio and Nicolás García-Pedrajas},

editor = {Michel Verleysen},

isbn = {2-930307-08-0},

year  = {2008},

date = {2008-04-01},

booktitle = {16th European Symposium on Artificial Neural Networks (ESANN 2008)},

pages = {283–288},

publisher = {d-side publications},

address = {Bruges, Belgium},

keywords = {Classifier ensembles, Data Mining, Ensemble methods, Linear projections},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ITiCSE2008:THOTH,

title = {Computer Science teaching push-down automata and turing machines},

author = {César García-Osorio and Iñigo Mediavilla-Sáiz and Javier Jimeno-Visitación and Nicolás García-Pedrajas},

doi = {10.1145/1384271.1384359},

isbn = {978-1-60558-115-6},

year  = {2008},

date = {2008-01-01},

booktitle = {Proceedings of the 13th annual conference on Innovation and technology in computer science education (ITiCSE 2008)},

pages = {316–316},

publisher = {ACM},

address = {Madrid, Spain},

keywords = {Computer Science teaching, Parsing algorithms, Push-down automata, Regular expressions, Turing machines},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ITiCSE2008:BURGRAM,

title = {A tool for teaching LL and LR parsing algorithms},

author = {César García-Osorio and Carlos Gómez-Palacios and Nicolás García-Pedrajas},

doi = {10.1145/1384271.1384360},

isbn = {978-1-60558-115-6},

year  = {2008},

date = {2008-01-01},

booktitle = {Proceedings of the 13th annual conference on Innovation and technology in computer science education (ITiCSE 2008)},

pages = {317–317},

publisher = {ACM},

address = {Madrid, Spain},

keywords = {Computer Science teaching, LL parsing, LR parsing, Parsing algorithms},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{JENUI2008:THOTH,

title = {Extensiones de THOTH para la simulación de autómatas de pila y máquinas de Turing},

author = {César García-Osorio and Javier Jimeno-Visitación and Iñigo Mediavilla-Sáiz},

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

year  = {2008},

date = {2008-00-01},

booktitle = {Actas de las XIV Jornadas de Enseñanza Universitaria de Informática (JENUI 2008)},

pages = {595–602},

address = {Granada},

keywords = {Computer Science teaching, Push-down automata, Turing machines},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{JENUI2008:ILsimulator,

title = {Un simulador del lenguaje IL del estándar IEC 61131-3 como apoyo a la asignatura de Automática Industrial},

author = {Rodrigo García-Puente and César García-Osorio and Ángel Peña-Peña},

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

year  = {2008},

date = {2008-00-01},

booktitle = {Actas de las XIV Jornadas de Enseñanza Universitaria de Informática (JENUI 2008)},

pages = {603–610},

address = {Granada},

keywords = {Computer Science teaching, End of studies project, IEC 61131-3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{JENUI2008:BURGRAM,

title = {BURGRAM: Una herramienta interactiva para el estudio de los algoritmos de análisis sintáctico ascendente y descendente},

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

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

year  = {2008},

date = {2008-00-01},

booktitle = {Actas de las XIV Jornadas de Enseñanza Universitaria de Informática (JENUI 2008)},

pages = {427–634},

address = {Granada},

keywords = {Computer Science teaching, LL parsing, LR parsing, Parsing algorithms},

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}

}

@inproceedings{SINTICE2007,

title = {Página web dinámica para el aprendizaje de la teoría de autómatas y lenguajes formales},

author = {César García-Osorio and Álvar Arnáiz-González and Andrés Arnáiz-Moreno},

isbn = {978–84–9732–597–4},

year  = {2007},

date = {2007-09-01},

booktitle = {Simposio nacional de tecnologías de la información y las comunicaciones en la educación},

pages = {323–326},

address = {Zaragoza},

keywords = {Chomsky normal form, Cocke-Younger-Kasami algorithm, Computer Science teaching, Finite automata, Grammars, LL parsing, Regular expressions},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{MRG07b,

title = {Cascading with VDM and Binary Decision Trees for Nominal Data},

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

editor = {Oleg Okun and Giorgio Valentini},

year  = {2007},

date = {2007-06-01},

booktitle = {Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA'2007)},

pages = {28–42},

address = {Gerona},

keywords = {Cascading, Data Mining, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{cgosorio07THOTH1,

title = {THOTH: A new tool for automata theory learning},

author = {César García-Osorio and Álvar Arnaiz-González and Andrés Arnaiz-Moreno},

isbn = {978-84-611-4517-1},

year  = {2007},

date = {2007-03-01},

booktitle = {International Technology, Education and Development Conference (INTED2007)},

publisher = {International Association of Technology, Education and Development},

address = {Valencia},

abstract = {One of the major problems of teaching a course on formal languages and automata theory is that the 

students perceive it as too theoretical, dry and difficult. Although it is possible to give a more practical 

approach by using examples and solving exercises, these tend to be long and tedious. In this paper 

we present ``Thoth'' - a new tool for learning formal languages and automata (downloadable at 

 urlhttp://pisuerga.inf.ubu.es/cgosorio/THOTH/). This first version is mainly limited to finite automata and 

regular languages and grammars, but some functionality of generating LL(1) tables for context free 

grammars has been included as well. Although there are other tools that cover a broader range of 

subjects of the formal languages and automata field, the advantage of Thoth over them is the user 

interface. In Thoth is possible to design an automaton using simple mouse operations. All the 

elements can be moved around to make the design more clear and it is possible as well to 

automatically distribute them. Besides, Thoth has born with the ambition of being international, the 

interface is prepared for four languages: Spanish, English, French and German, and the aspiration of 

growing up and include other kinds of devices as ``push down automata'' and ``Turing machines''.},

keywords = {Chomsky normal form, Cocke-Younger-Kasami algorithm, Computer Science teaching, Finite automata, Grammars, LL parsing, Regular expressions},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{CascadingLNCS2007,

title = {Cascading for Nominal Data},

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

doi = {10.1007/978-3-540-72523-7_24},

issn = {0302-9743},

year  = {2007},

date = {2007-01-01},

booktitle = {7th International Workshop, MCS 2007},

volume = {4472},

pages = {231–240},

publisher = {Springer-Verlag},

address = {Prague, Czech Republic},

series = {Lectures Notes in Computer Science},

keywords = {Cascading, Data Mining, Ensemble methods},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{JENUI2007,

title = {Enseñanza asistida de teoría de autómatas y lenguajes formales mediante el uso de THOTH},

author = {César García-Osorio and Andrés Arnáiz-Moreno and Álvar Arnáiz-González},

isbn = {978–84–9732–421–2},

year  = {2007},

date = {2007-00-01},

booktitle = {Actas de las XIII Jornadas de Enseñanza Universitaria de Informática (JENUI 2007)},

pages = {425–432},

address = {Teruel},

keywords = {Chomsky normal form, Cocke-Younger-Kasami algorithm, Computer Science teaching, Finite automata, Grammars, LL parsing, Regular expressions},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{VIIP2007,

title = {Adding Interactivity to Andrews Curves and Extensions},

author = {César García-Osorio and J L Benito-Esteban and Jesús Maudes and Juan José Rodríguez},

editor = {J J Villanueva},

url = {http://www.actapress.com/Abstract.aspx?paperId=31544},

isbn = {978–0–88986–691–1},

year  = {2007},

date = {2007-00-01},

booktitle = {Visualization, Imaging, and Image Processing (VIIP 2007)},

pages = {118–122},

publisher = {ACTA Press},

address = {Palma de Mallorca},

keywords = {Andrews curves, Data Mining, Data visualization, Exploratory data analysis},

pubstate = {published},

tppubtype = {inproceedings}

}