Publications

@article{menendez2016medoid,
title = {Medoid-based clustering using ant colony optimization},
author = {Men'endez, H'ector D and Otero, Fernando EB and Camacho, David},
year = {2016},
date = {2016-01-01},
journal = {Swarm Intelligence},
volume = {10},
number = {2},
pages = {123--145},
publisher = {Springer US},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

@article{martin2016mocdroid,
title = {MOCDroid: multi-objective evolutionary classifier for Android malware detection},
author = {Mart'in, Alejandro and Men'endez, H'ector D and Camacho, David},
year = {2016},
date = {2016-01-01},
journal = {Soft Computing},
pages = {1--11},
publisher = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

@article{rodriguez2016automatic,
title = {Automatic profile generation for UAV operators using a simulation-based training environment},
author = {Rodr'iguez-Fern'andez, V'ictor and Men'endez, H'ector D and Camacho, David},
year = {2016},
date = {2016-01-01},
journal = {Progress in Artificial Intelligence},
volume = {5},
number = {1},
pages = {37--46},
publisher = {Springer Berlin Heidelberg},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

@article{okazaki2015using,
title = {Using Twitter to engage with customers: a data mining approach},
author = {Okazaki, Shintaro and D'iaz-Mart'in, Ana M and Rozano, Mercedes and Men'endez-Benito, H'ector David},
year = {2015},
date = {2015-01-01},
journal = {Internet Research},
volume = {25},
number = {3},
publisher = {Emerald Group Publishing Limited},
keywords = {Classification, Marketing, Social Mining, Twitter},
pubstate = {published},
tppubtype = {article}
}

@inproceedings{menendez2015mogcla,
title = {MOGCLA: A Multi-Objective Genetic Clustering Algorithm for Large Data Analysis.},
author = {Men'endez, H'ector David and Camacho, David},
year = {2015},
date = {2015-01-01},
booktitle = {Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference},
pages = {1437--1438},
organization = {ACM},
keywords = {Clustering, Genetic Algorithms, Graph-based, Large Data, MOGCLA, Multi-Objective Algorithms},
pubstate = {published},
tppubtype = {inproceedings}
}

@inproceedings{rodriguez2015design,
title = {Design and development of a lightweight multi-UAV simulator},
author = {Rodriguez-Fernandez, Victor and Menendez, Hector D and Camacho, David},
year = {2015},
date = {2015-01-01},
booktitle = {Cybernetics (CYBCONF), 2015 IEEE 2nd International Conference on},
pages = {255--260},
organization = {IEEE},
keywords = {Behaviour, Clustering, UAV Simulator},
pubstate = {published},
tppubtype = {inproceedings}
}

@inproceedings{menendez2015gany,
title = {GANY: A genetic spectral-based Clustering algorithm for Large Data Analysis},
author = {Menendez, Hector D and Camacho, David},
year = {2015},
date = {2015-01-01},
booktitle = {Evolutionary Computation (CEC), 2015 IEEE Congress on},
pages = {640--647},
organization = {IEEE},
keywords = {Clustering, GANY, Genetic Algorithms, Graph-based, Manifold, Spectral Clustering},
pubstate = {published},
tppubtype = {inproceedings}
}

@inproceedings{menendez2015tutorial,
title = {A tutorial on manifold clustering using genetic algorithms},
author = { Hector D Menendez},
year = {2015},
date = {2015-01-01},
booktitle = {Innovations in Intelligent SysTems and Applications (INISTA), 2015 International Symposium on},
pages = {1--6},
organization = {IEEE},
keywords = {Clustering, Genetic Algorithms, Manifold, Tutorial},
pubstate = {published},
tppubtype = {inproceedings}
}

@incollection{rodriguez2015user,
title = {User Profile Analysis for UAV Operators in a Simulation Environment},
author = {Rodr'iguez-Fern'andez, V'ictor and Men'endez, H'ector D and Camacho, David},
year = {2015},
date = {2015-01-01},
booktitle = {Computational Collective Intelligence},
pages = {338--347},
publisher = {Springer International Publishing},
keywords = {Behaviour, Clustering, UAV Simulator},
pubstate = {published},
tppubtype = {incollection}
}

@inproceedings{rodriguez2015analyzing,
title = {Analyzing planning and monitoring skills of users in a multi-UAV simulation environment},
author = {Rodr'iguez-Fern'andez, V'ictor and Men'endez, H'ector D and Camacho, David},
year = {2015},
date = {2015-01-01},
booktitle = {Conference of the Spanish Association for Artificial Intelligence},
pages = {255--264},
organization = {Springer International Publishing},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}

@article{menendez2015extending,
title = {Extending the SACOC algorithm through the Nystrom method for Dense Manifold Data Analysis},
author = {Menendez, Hector and Otero, Fernando Esteban Barril and Camacho, David},
year = {2015},
date = {2015-01-01},
journal = {International Journal of Bio-Inspired Computation},
publisher = {Inderscience},
keywords = {},
pubstate = {published},
tppubtype = {article}
}

@article{menendez2014genetic,
title = {A Genetic Graph-based Approach for Partitional Clustering},
author = {Men'endez, H'ector D and Barrero, David F and Camacho, David},
year = {2014},
date = {2014-01-01},
journal = {International journal of neural systems},
volume = {24},
number = {03},
publisher = {World Scientific Publishing Company},
keywords = {Clustering, Genetic Algorithms, Graph-based},
pubstate = {published},
tppubtype = {article}
}

@article{bello2014combining,
title = {Combining Social-Based Data Mining Techniques To Extract Collective Trends From Twitter},
author = {Bello-Orgaz, Gema and Men'endez, H'ector and Okazaki, Shintaro and Camacho, David},
year = {2014},
date = {2014-01-01},
journal = {Malaysian Journal of Computer Science},
volume = {27},
number = {2},
pages = {95--111},
publisher = {Electronic Journal of University of Malaya},
keywords = {Classification, Clustering, Marketing, Social Mining},
pubstate = {published},
tppubtype = {article}
}

@inproceedings{menendez2014combining,
title = {Combining graph connectivity and genetic clustering to improve biomedical summarization},
author = {Men'endez, H'ector D and Plaza, Laura and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Evolutionary Computation (CEC), 2014 IEEE Congress on},
pages = {2740--2747},
organization = {IEEE},
keywords = {Automatic Summarization, Clustering, Genetic Algorithms, Graph-based},
pubstate = {published},
tppubtype = {inproceedings}
}

@incollection{menendez2014sacoc,
title = {SACOC: A spectral-based ACO clustering algorithm},
author = {Men'endez, H'ector D and Otero, Fernando EB and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Intelligent Distributed Computing VIII},
pages = {185--194},
publisher = {Springer International Publishing},
keywords = {ACO, Clustering, Manifold, Spectral Clustering},
pubstate = {published},
tppubtype = {incollection}
}

@incollection{menendez2014macoc,
title = {MACOC: a medoid-based ACO clustering algorithm},
author = {Men'endez, H'ector D and Otero, Fernando EB and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Swarm Intelligence},
pages = {122--133},
publisher = {Springer International Publishing},
keywords = {ACO, Clustering, Medoids},
pubstate = {published},
tppubtype = {incollection}
}

@inproceedings{menendez2014multi,
title = {A Multi-Objective Graph-based Genetic Algorithm for Image Segmentation},
author = {Menendez, Hector D and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Innovations in Intelligent Systems and Applications (INISTA) Proceedings, 2014 IEEE International Symposium on},
pages = {234--241},
organization = {IEEE},
keywords = {Clustering, Genetic Algorithms, Graph-based, Image Segmentation, Manifold, Multi-Objective Algorithms},
pubstate = {published},
tppubtype = {inproceedings}
}

@incollection{menendez2014tweetsemminer,
title = {TweetSemMiner: A Meta-Topic Identification Model for Twitter Using Semantic Analysis},
author = {Men'endez, H'ector D and Delgado-Calle, Carlos and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Intelligent Data Engineering and Automated Learning--IDEAL 2014},
pages = {69--76},
publisher = {Springer International Publishing},
keywords = {Meta-topics, Semantics, Twitter},
pubstate = {published},
tppubtype = {incollection}
}

@incollection{menendez2014mixed,
title = {Mixed Clustering Methods to Forecast Baseball Trends},
author = {Men'endez, H'ector D and V'azquez, Miguel and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Intelligent Distributed Computing VIII},
pages = {175--184},
publisher = {Springer International Publishing},
keywords = {Baseball, Clustering, Forecasting, Sports},
pubstate = {published},
tppubtype = {incollection}
}

@incollection{menendez2014combiningb,
title = {Combining time series and clustering to extract gamer profile evolution},
author = {Men'endez, H'ector D and Vindel, Rafael and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Computational Collective Intelligence. Technologies and Applications},
pages = {262--271},
publisher = {Springer International Publishing},
keywords = {Behaviour, Clustering, Time Series, Videogames},
pubstate = {published},
tppubtype = {incollection}
}

@inproceedings{menendez2014co,
title = {A Co-Evolutionary Multi-Objective approach for a K-adaptive graph-based clustering algorithm},
author = {Menendez, Hector D and Barrero, David F and Camacho, David},
year = {2014},
date = {2014-01-01},
booktitle = {Evolutionary Computation (CEC), 2014 IEEE Congress on},
pages = {2724--2731},
organization = {IEEE},
keywords = {Clustering, Co-Evolutionary Algorithms, Genetic Algorithms, Manifold, Multi-Objective Algorithms},
pubstate = {published},
tppubtype = {inproceedings}
}

@article{okazaki2014mine,
title = {How to mine brand Tweets: Procedural guidelines and pretest},
author = {Okazaki, Shintaro and D'iaz-Mart'in, Ana M. and Rozano, Mercedes and Men'endez-Benito, H'ector David},
year = {2014},
date = {2014-01-01},
journal = {International Journal of Market Research},
volume = {56},
number = {4},
pages = {467--488},
publisher = {The Market Research Society},
keywords = {Classification, Marketing, Twitter},
pubstate = {published},
tppubtype = {article}
}

@article{vindel2014survey,
title = {A survey in Convergence Technologies for Videogames using Data Mining},
author = {Vindel, Rafael and Men'endez, H'ector D and Camacho, David},
year = {2014},
date = {2014-01-01},
keywords = {Convergence Technologies, Videogames},
pubstate = {published},
tppubtype = {article}
}

@phdthesis{menendez2014geneticb,
title = {Genetic graph-based in clustering applied to static and streaming data analysis},
author = {Men'endez, H'ector D},
year = {2014},
date = {2014-01-01},
keywords = {Clustering, Co-Evolutionary Algorithms, Genetic Algorithms, Multi-Objective Algorithms, Streaming Clustering},
pubstate = {published},
tppubtype = {phdthesis}
}

@article{vindelcombinando,
title = {Combinando Series Temporales y Clustering para extraer Perfiles Evolutivos de Jugadores},
author = {Vindel, Rafael and Men'endez, H'ector D and Camacho, David},
year = {2013},
date = {2013-10-11},
keywords = {Behaviour, Clustering, Time Series, Videogames},
pubstate = {published},
tppubtype = {article}
}

@article{menendez2013extracting,
title = {Extracting behavioural models from 2010 fifa world cup},
author = {Men'endez, H'ector and Bello-Orgaz, Gema and Camacho, David},
year = {2013},
date = {2013-01-01},
journal = {Journal of Systems Science and Complexity},
volume = {26},
number = {1},
pages = {43--61},
publisher = {Academy of Mathematics and Systems Science, Chinese Academy of Sciences},
keywords = {Behaviour, Clustering, Fifa, Soccer, Sports},
pubstate = {published},
tppubtype = {article}
}

@inproceedings{menendez2013genetic,
title = {A genetic graph-based clustering approach to biomedical summarization},
author = {Men'endez, H'ector D and Plaza, Laura and Camacho, David},
year = {2013},
date = {2013-01-01},
booktitle = {Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics},
pages = {10},
organization = {ACM},
keywords = {Automatic Summarization, Biomedical, Clustering, Genetic Algorithms, Graph-based},
pubstate = {published},
tppubtype = {inproceedings}
}

@inproceedings{menendez2013multi,
title = {A multi-objective genetic graph-based clustering algorithm with memory optimization},
author = {Men'endez, H'ector D and Barrero, David F and Camacho, David},
year = {2013},
date = {2013-01-01},
booktitle = {Evolutionary Computation (CEC), 2013 IEEE Congress on},
pages = {3174--3181},
organization = {IEEE},
keywords = {Clustering, Genetic Algorithms, Manifold, Multi-Objective Algorithms},
pubstate = {published},
tppubtype = {inproceedings}
}

@incollection{bello2013extracting,
title = {Extracting collective trends from twitter using social-based data mining},
author = {Bello, Gema and Men'endez, H'ector and Okazaki, Shintaro and Camacho, David},
year = {2013},
date = {2013-01-01},
booktitle = {Computational Collective Intelligence. Technologies and Applications},
pages = {622--630},
publisher = {Springer Berlin Heidelberg},
keywords = {Classification, Clustering, Social Mining, Twitter},
pubstate = {published},
tppubtype = {incollection}
}

@incollection{menendez2013combination,
title = {The Combination of Graph Theory and Unsupervised Learning Applied to Social Data Mining},
author = {Men'endez, H'ector David and Llorente, Jos'e Luis},
url = {http://freedevelop.org/wp-content/uploads/menendezLlorente.pdf},
year = {2013},
date = {2013-01-01},
booktitle = {Graph Theory: New Research},
pages = {155--184},
publisher = {NOVA Publishers},
keywords = {Clustering, Graph-based, Network, Social Mining},
pubstate = {published},
tppubtype = {incollection}
}

@incollection{menendez2012genetic,
title = {A genetic graph-based clustering algorithm},
author = {Men'endez, H'ector and Camacho, David},
year = {2012},
date = {2012-01-01},
booktitle = {Intelligent Data Engineering and Automated Learning-IDEAL 2012},
pages = {216--225},
publisher = {Springer},
keywords = {Clustering, Genetic Algorithms, Graph-based},
pubstate = {published},
tppubtype = {incollection}
}

@inproceedings{menendez2012features,
title = {Features selection from high-dimensional web data using clustering analysis},
author = {Men'endez, H'ector and Bello-Orgaz, Gema and Camacho, David},
year = {2012},
date = {2012-01-01},
booktitle = {Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics},
pages = {20},
organization = {ACM},
keywords = {Clustering, Features Selection},
pubstate = {published},
tppubtype = {inproceedings}
}

@article{bello2012adaptive,
title = {Adaptive k-means algorithm for overlapped graph clustering},
author = {Bello-Orgaz, Gema and Men'endez, H'ector D and Camacho, David},
year = {2012},
date = {2012-01-01},
journal = {International journal of neural systems},
volume = {22},
number = {05},
pages = {1250018},
publisher = {World Scientific Publishing Company},
keywords = {Clustering, Community Detection, Genetic Algorithms, Overlapping},
pubstate = {published},
tppubtype = {article}
}

@article{menendez2012geneticb,
title = {A genetic approach to the graph and spectral clustering problem},
author = {Men'endez, H'ector D},
year = {2012},
date = {2012-01-01},
keywords = {Clustering, Genetic Algorithms, Graph-based, Spectral Clustering},
pubstate = {published},
tppubtype = {article}
}

@incollection{bello2011using,
title = {Using the clustering coefficient to guide a genetic-based communities finding algorithm},
author = {Bello, Gema and Men'endez, H'ector and Camacho, David},
year = {2011},
date = {2011-01-01},
booktitle = {Intelligent Data Engineering and Automated Learning-IDEAL 2011},
pages = {160--169},
publisher = {Springer},
keywords = {Clustering, Clustering Coefficient, Community Detection, Genetic Algorithms},
pubstate = {published},
tppubtype = {incollection}
}

@article{jimenez2011predicting,
title = {Predicting performance in team games},
author = {Jim'enez-Diaz, Guillermo and Men'endez, H'ector D and Camacho, David and Gonz'alez-Calero, Pedro A},
year = {2011},
date = {2011-01-01},
journal = {II for Systems, C. Technologies of Information, and Communication, ICAART},
pages = {401--406},
keywords = {Behaviour, Classification, Clustering, Videogames},
pubstate = {published},
tppubtype = {article}
}