@article {808,
	title = {A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams},
	journal = {Information Fusion},
	year = {In Press},
	note = {PID2019-107793GB-I00},
	doi = {https://doi.org/10.1016/j.inffus.2022.10.028},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@article {807,
	title = {Clustering: An R library to facilitate the analysis and comparison of cluster algorithms},
	journal = {Progress in Artificial Intelligence},
	year = {In Press},
	note = {PID2019-107793GB-I00},
	author = {L.A. P{\'e}rez-Martos and A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and C. J. Carmona}
}
@conference {811,
	title = {A case of study with the Clustering R library to measure the quality of cluster algorithms},
	booktitle = {International Conference on Hybrid Artificial Intelligence Systems (HAIS) - Salamanca 5-8 septembre},
	year = {2022},
	note = {PID2019-107793GB-I00},
	pages = {88-97},
	author = {L.A. P{\'e}rez-Martos and A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and C. J. Carmona}
}
@conference {810,
	title = {Gamificaci{\'o}n mediante juegos de bloques en asignaturas del {\'a}mbito de la Inteligencia Artificial en el Grado en Ingenier{\'\i}a Inform{\'a}tica},
	booktitle = {VI Congreso Internacional sobre Innovaci{\'o}n Pedag{\'o}gica y Praxis Educativa (INNOVAGOG{\'I}A 2022) - 25 al 27 de mayo},
	year = {2022},
	address = {Madrid},
	author = {C. J. Carmona and P. Gonz{\'a}lez and A.M. Garc{\'\i}a-Vico}
}
@conference {809,
	title = {Uso de metodolog{\'\i}as de aprendizaje invertido para resoluci{\'o}n de la parte pr{\'a}ctica en asignaturas del grado de ingenier{\'\i}a inform{\'a}tica},
	booktitle = {XX Congreso Internacional de Investigaci{\'o}n Educativa (14-17 de junio)},
	year = {2022},
	address = {Santiago de Compostela},
	author = {C. J. Carmona and P. Gonz{\'a}lez and A.M. Garc{\'\i}a-Vico}
}
@article {797,
	title = {A cellular-based evolutionary approach for the extraction of emerging patterns in massive data streams},
	journal = {Expert Systems with Applications},
	volume = {183},
	year = {2021},
	note = { PID2019-107793GB-I00, DOC 00235},
	pages = {115419},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {800,
	title = {Clustering: Un paquete R para facilitar el an{\'a}lisis de algoritmos de agrupamiento},
	booktitle = {Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence},
	year = {2021},
	author = {L.A. P{\'e}rez-Martos and P. Gonz{\'a}lez and C. J. Carmona}
}
@conference {799,
	title = {E2PAMEA: un algoritmo evolutivo para la extracci{\'o}ni eficiente de patrones emergentes difusos en entornos big data},
	booktitle = {Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence},
	year = {2021},
	author = {A.M. Garc{\'\i}a-Vico and D. Elizondo and Francisco Charte and P. Gonz{\'a}lez and C. J. Carmona}
}
@conference {798,
	title = {FEPDS: Una propuesta para la extracci{\'o}n de patrones emergentes difusos en flujos continuos de datos},
	booktitle = {Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence},
	year = {2021},
	note = {DOC_0235},
	author = {A.M. Garc{\'\i}a-Vico and H. Seker and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {766,
	title = {A Preliminary Many Objective Approach for Extracting Fuzzy Emerging Patterns},
	booktitle = {15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020)},
	volume = {1268},
	year = {2020},
	note = {BES-2016-077738},
	pages = {100},
	abstract = {A preliminary many objective algorithm for extracting fuzzy emerging patterns is presented in this contribution. The proposed algorithm employs fuzzy logic together with an evolutionary algorithm. The aim is to expand the complex search space that we have in emerging pattern mining.
The experimental study presented in this paper faces this new proposal regarding an ensemble of one of the most used algorithms within supervised descriptive rule discovery. Results presents a set of patterns with a major interpretability and precision for the new proposal which could be interesting for experts in real-world applications.},
	keywords = {Emerging pattern mining, Fuzzy patterns, Many objective evolutionary algorithm},
	doi = {https://doi.org/10.1007/978-3-030-57802-2_10},
	author = {C. J. Carmona and P. Gonz{\'a}lez and A.M. Garc{\'\i}a-Vico and M. J. del Jesus}
}
@article {765,
	title = {E2PAMEA: A fast evolutionary algorithm for extracting fuzzy emerging patterns in big data environments},
	journal = {Neurocomputing},
	volume = {415},
	year = {2020},
	note = {TIN2015-68454-R; BES-2016-07773},
	month = {11/2020},
	pages = {60-73},
	abstract = {In this paper, a cooperative-competitive multi-objective evolutionary fuzzy system called E2PAMEA is presented for the extraction of emerging patterns in big data environments. E2PAMEA follows an adaptive schema to automatically employ different genetic operators according to the learning needs, which avoid the tuning of some parameters. It also employs a token-competition-based procedure for updating an elite population where the best set of patterns found so far is stored. In addition, a novel MapReduce procedure for an efficient computation of the evaluation function employed for guiding the search process is proposed. The method, called Bit-LUT employs a pre-evaluation stage where data is represented as a look-up table made of bit sets. This look-up table can be employed later in the chromosome evaluation by means of bitwise operations, reducing the computational complexity of the process.

The experimental study carried out shows that E2PAMEA is a promising alternative for the extraction of high-quality emerging patterns in big data. In addition, the proposed Bit-LUT evaluation shows a significant improvement on efficiency with a great scalability capacity on both dimensions of data, which enables the processing of massive datasets faster than other alternatives.},
	keywords = {Emerging pattern mining Evolutionary fuzzy systems Multi-objective evolutionary algorithm Big data},
	doi = {https://doi.org/10.1016/j.neucom.2020.07.007},
	author = {A.M. Garc{\'\i}a-Vico and Francisco Charte and P. Gonz{\'a}lez and D. Elizondo and C. J. Carmona}
}
@article {764,
	title = {FEPDS: A Proposal for the Extraction of Fuzzy Emerging Patterns in Data Streams},
	journal = {IEEE Transactions on Fuzzy Systems},
	volume = {28},
	year = {2020},
	note = {BES-2016-077738},
	month = {12/2020},
	pages = { 3193-3203},
	abstract = {Nowadays, most data is generated by devices that produce data continuously. These kinds of data can be categorized as data streams and valuable insights can be extracted from them. In particular, the insights extracted by emerging patterns (EPs) are interesting in a data stream context as easy, fast, and reliable decisions can be made. However, their extraction is a challenge due to the necessary response time, memory, and continuous model updates. In this article, an approach for the extraction of EPs in data streams is presented. It processes the instances by means of batches following an adaptive approach. The learning algorithm is an evolutionary fuzzy system where previous knowledge is employed in order to adapt to concept drift. A wide experimental study has been performed in order to show both the suitability of the approach in combating concept drift and the quality of the knowledge extracted. Finally, the proposal is applied to a case study related to the continuous determination of the profiles of New York City cab customers according to their fare amount, in order to show its potential.},
	keywords = {Data stream mining, emerging pattern mining (EPM), evolutionary  fuzzy  systems  (EFSs), multiobjective evolutionary algorithms (EAs)},
	doi = {10.1109/TFUZZ.2020.2992849},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and H. Seker and M. J. del Jesus}
}
@article {272,
	title = {A Big Data Approach for the Extraction of Fuzzy Emerging Patterns},
	journal = {Cognitive Computation},
	volume = {11},
	year = {2019},
	note = {TIN2015-68454-R; BES-2016-077738 },
	month = {01/2019},
	pages = {400{\textendash}417},
	doi = {10.1007/s12559-018-9612-7},
	author = {A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {278,
	title = {Study on the use of different quality measures within a multi-objective evolutionary algorithm approach for emerging pattern mining in big data environments},
	journal = {Big Data Analytics},
	volume = {4},
	number = {1},
	year = {2019},
	note = {TIN2015-68454-R; BES-2016-077738},
	pages = {1},
	issn = {2058-6345},
	doi = {10.1186/s41044-018-0038-8},
	url = {https://doi.org/10.1186/s41044-018-0038-8},
	author = {A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {763,
	title = {Subgroup Discovery on Multiple Instance Data},
	journal = {International Journal of Computational Intelligence Systems},
	volume = {12},
	year = {2019},
	note = {TIN2017-83445-P; TIN2015-68454-R},
	month = {12/2019},
	pages = {1602-1612},
	abstract = {To date, the subgroup discovery (SD) task has been considered in problems where a target variable is unequivocally described by a set of features, also known as instance. Nowadays, however, with the increasing interest in data storage, new data structures are being provided such as the multiple instance data in which a target variable value is ambiguously defined by a set of instances. Most of the proposals related to multiple instance data are based on predictive tasks and no supervised descriptive analysis can be provided when data is organized in this way. At this point, the aim of this work is to extend the SD task to cope with this type of data. SD is a really interesting task that aims at discovering interesting relationships between different features with respect to a specific target variable that is of interest for the user or the problem under study. In this regard, this paper presents three different approaches for mining interesting subgroups in multiple instance problems. The proposed models represent three different ways of tackling the problem and they are based on three well-known algorithms in the SD field: SD-Map (exhaustive search approach), CGBA-SD (Comprehensible Grammar-Based Algorithm for Subgroup Discovery) and NMEEF-SD (multi-objective evolutionary fuzzy system). The proposals have been tested on a wide set of datasets, including 10 real-world and 20 synthetic datasets, aiming at describing how the three methodologies behave on different scenarios. Any comparison is unfair since they are completely different methodologies.},
	keywords = {Metaheuristics, Multi-instance data, Subgroup discovery, Supervised descriptive patterns},
	doi = {https://doi.org/10.2991/ijcis.d.191213.001},
	author = {J. M. Luna and C. J. Carmona and A.M. Garc{\'\i}a-Vico and M. J. del Jesus and S. Ventura}
}
@conference {277,
	title = {A Pareto Based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets},
	booktitle = {Proc. of the XVIII Conferencia de la Asociaci{\'o}n Espa{\~n}ola para la Inteligencia Artificial (XVIII CAEPIA)},
	year = {2018},
	note = {TIN2015-68454-R, TIN2017-89517-P},
	pages = {1316-1317},
	author = {A. Fern{\'a}ndez and C. J. Carmona and M. J. del Jesus and F. Herrera}
}
@article {266,
	title = {A Unifying Analysis for the Supervised Descriptive Rule Discovery via the Weighted Relative Accuracy},
	journal = {Knowledge-Based Systems},
	volume = {139},
	year = {2018},
	note = {TIN2014-915 57251-P, TIN2015-68454-R},
	pages = {89-100},
	doi = {10.1016/j.knosys.2017.10.015},
	author = {C. J. Carmona and M. J. del Jesus and F. Herrera}
}
@article {261,
	title = {An Overview of Emerging Pattern Mining in Supervised Descriptive Rule Discovery: Taxonomy, Empirical Study, Trends and Prospects},
	journal = {WIREs Data Mining and Knowledge Discovery},
	volume = {8},
	year = {2018},
	note = {TIN2015-68454-R;BES-2016-077738 },
	doi = {10.1002/widm.1231},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and D. Mart{\'\i}n and M. Garc{\'\i}a-Borroto and M. J. del Jesus}
}
@conference {276,
	title = {Atipicidad: Medida de calidad clave dentro del descubrimiento de reglas descriptivas supervisadas},
	booktitle = {Proc. of the XVIII Conferencia de la Asociaci{\'o}n Espa{\~n}ola para la Inteligencia Artificial (XVIII CAEPIA)},
	year = {2018},
	note = {TIN2014-916 57251-P, TIN2015-68454-R},
	pages = {827-828},
	author = {C. J. Carmona and M. J. del Jesus and F. Herrera}
}
@article {628,
	title = {Improvement of subgroup descriptions in noisy data by detecting exceptions},
	journal = {Progress in Artificial Intelligence},
	volume = {7},
	year = {2018},
	note = {TIN2015-68454-R},
	pages = {55-64},
	doi = {10.1007/s13748-017-0131-7},
	author = {P. Gonz{\'a}lez and A.M. Garc{\'\i}a-Vico and C. J. Carmona and M. J. del Jesus}
}
@article {271,
	title = {MOEA-EFEP: Multi-Objective Evolutionary Algorithm for Extracting Fuzzy Emerging Patterns},
	journal = {IEEE Transaction on Fuzzy Systems},
	volume = {26},
	year = {2018},
	note = {TIN2015-68454-R;BES-2016-077738 },
	pages = {2861-2872},
	doi = {10.1109/TFUZZ.2018.2814577},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {273,
	title = {MOEA-EFEP: Un algoritmo evolutivo multi-objetivo para la extracción de patrones emergentes difusos},
	booktitle = {Proc. of the XVIII Conferencia de la Asociaci{\'o}n Espa{\~n}ola para la Inteligencia Artificial (XVIII CAEPIA)},
	year = {2018},
	note = {TIN2015-68454-R;BES-2016-077738 },
	pages = {671-672},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {274,
	title = {Una primera aproximaci{\'o}n para la extracci{\'o}n de patrones emergentes en flujos continuos de datos},
	booktitle = {Proc. of the XVIII Conferencia de la Asociaci{\'o}n Espa{\~n}ola para la Inteligencia Artificial (XVIII CAEPIA)},
	year = {2018},
	note = {TIN2015-68454-R;BES-2016-077738 },
	pages = {1093-1098},
	address = {Mejor trabajo del II Workshop en Big Data y An{\'a}lisis de Datos Escalable - BigDADE 2018},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {263,
	title = {A First Approach to Handle Emergining Patterns Mining on Big Data Problems: The EvAEFP-Spark Algorithm},
	booktitle = {Proc. of the 2017 IEEE International Conference on Fuzzy Systems},
	year = {2017},
	pages = {1-6},
	author = {A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and M. J. del Jesus and C. J. Carmona}
}
@article {627,
	title = {A Pareto Based Ensemble with Feature and Instance Selection for Learning from Multi-Class Imbalanced Datasets},
	journal = {International Journal of Neural Systems},
	volume = {27},
	year = {2017},
	note = {TIN2014-57251-P, TIN2015-68454-R, P11-TIC-7765, UJA2014/06/15},
	pages = {1-17},
	doi = {10.1142/S0129065717500289},
	author = {A. Fern{\'a}ndez and C. J. Carmona and M. J. del Jesus and F. Herrera}
}
@conference {265,
	title = {An{\'a}lisis de Diferentes Tipos de Reglas en Sistemas Difusos Evolutivos para Miner{\'\i}a de Patrones Emergentes},
	booktitle = {Proc. of the XII Spanish Conference on Metaheuristics, Evolutive and Bioinspired Algorithms (MAEB 2017)},
	year = {2017},
	note = {TIN2015-68454-R},
	pages = {876{\textendash}885},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and M. J. del Jesus}
}
@conference {264,
	title = {Impact of the Type of Rule in Fuzzy Emerging Pattern Mining on a Big Data Approach},
	booktitle = {Proc. of the II International symposium on Fuzzy and Rough Sets (ISFUROS 2017)},
	year = {2017},
	note = {TIN2015-68454-R},
	author = {A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {602,
	title = {MEFASD-BD: Multi-Objective Evolutionary Algorithm for Subgroup Discovery in Big Data Environments - A MapReduce Solution},
	journal = {Knowledge-Based Systems},
	volume = {117},
	year = {2017},
	note = {TIN2015-68454-R},
	pages = {70-78},
	doi = {http://dx.doi.org/10.1016/j.knosys.2016.08.021},
	author = {F. Pulgar-Rubio and A.J. Rivera-Rivas and M.D. P{\'e}rez-Godoy and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {599,
	title = {A View on Fuzzy Systems for Big Data: Progress and Opportunities},
	journal = {International Journal of Computational Intelligence Systems},
	volume = {9},
	number = {1},
	year = {2016},
	note = {TIN2014-57251-P, P11-TIC-7765, UJA2014/06/15},
	pages = {69-80},
	author = {A. Fern{\'a}ndez and C. J. Carmona and M. J. del Jesus and F. Herrera}
}
@conference {603,
	title = {Analysing Concentrating Photovoltaics Technology through the use of Emerging Pattern Mining},
	booktitle = {Proceedings of the 11th International Conference on Soft Computing Models in Industrial and Environmental Applications},
	year = {2016},
	note = {ENE2009-08302, P09-TEP-5045, TIN2015-68454-R},
	author = {A.M. Garc{\'\i}a-Vico and J. Montes and J. Aguilera and C. J. Carmona and M. J. del Jesus}
}
@conference {600,
	title = {Estimating the Maximum Power Delivered by Concentrating Photovoltaics Technology Through Atmospheric Conditions Using a Differential Evolution Approach},
	booktitle = {Proceedings of the Eleventh International Conference on Hybrid Artificial Intelligence Systems (HAIS)},
	year = {2016},
	note = {ENE2009-08302, P09-TEP-5045, TIN2015-68454-R},
	month = {April},
	pages = {273-282},
	publisher = {Springer},
	organization = {Springer},
	address = {Sevilla (Spain)},
	author = {C. J. Carmona and F. Pulgar-Rubio and A.J. Rivera-Rivas and M. J. del Jesus and J. Aguilera}
}
@conference {604,
	title = {Miner{\'\i}a de Patrones Emergentes: Una oportunidad para la extracci{\'o}n evolutiva de conocimiento},
	booktitle = {XI Congreso Espa{\~n}ol de Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB 2016)},
	year = {2016},
	note = {TIN2015-68454-R},
	author = {A.M. Garc{\'\i}a-Vico and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@article {605,
	title = {Subgroup Discovery with Evolutionary Fuzzy Systems in R: the SDEFSR Package},
	journal = {The R Journal},
	volume = {8},
	year = {2016},
	note = {TIN2015-68854-R},
	pages = {307-323},
	author = {A.M. Garc{\'\i}a-Vico and Francisco Charte and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {269,
	title = {Supervised Descriptive Rule Discovery: A Survey of the State-of-the-Art},
	year = {2016},
	pages = {1-11},
	author = {C. J. Carmona and D. Elizondo}
}
@article {262,
	title = {The Influence of Noise on the Evolutionary Fuzzy Systems for Subgroup Discovery},
	journal = {Soft Computing},
	volume = {20},
	year = {2016},
	note = {TIN2015-68454-R, TIN2014-57251-P, P11-TIC-7765, P12-TIC-2958},
	pages = {4313-4330},
	doi = {10.1007/s00500-016-2300-1},
	author = {J. Luengo and A.M. Garc{\'\i}a-Vico and M.D. P{\'e}rez-Godoy and C. J. Carmona}
}
@article {Gcrda15,
	title = {A differential evolution proposal for estimating the maximum power delivered by CPV modules under real outdoor conditions},
	journal = {Expert Systems with Applications},
	volume = {42},
	number = {13},
	year = {2015},
	note = {ENE2009-08302, P09-TEP-5045, TIN2012-33856},
	pages = {5452{\textendash}5462},
	doi = {10.1016/j.eswa.2015.02.032},
	author = {B. Garc{\'\i}a-Domingo and C. J. Carmona and A.J. Rivera-Rivas and M. J. del Jesus and J. Aguilera}
}
@inbook {Cl15,
	title = {A first approach in the class noise filtering approaches for Fuzzy Subgroup Discovery},
	booktitle = {Advances in Intelligent Systems and Computing},
	volume = {368},
	year = {2015},
	note = {TIN2012-33856, TIN2011-28488, TIN2010-15055, P10-TIC-6858, P12-TIC-2958},
	pages = {387-399},
	publisher = {Springer},
	organization = {Springer},
	author = {C. J. Carmona and J. Luengo}
}
@article {542,
	title = {A fuzzy genetic programming-based algorithm for subgroup discovery and the application to one problem of pathogenesis of acute sore throat conditions in humans},
	journal = {Information Sciences},
	volume = {298},
	year = {2015},
	note = {TIN2012-33856},
	pages = {180-197},
	doi = {http://dx.doi.org/10.1016/j.ins.2014.11.030},
	author = {C. J. Carmona and V. Ruiz-Rodado and M. J. del Jesus and A. Weber and M. Grootveld and P. Gonz{\'a}lez and D. Elizondo}
}
@conference {Cpggj15,
	title = {An{\'a}lisis descriptivo mediante aprendizaje supervisado basado en patrones emergentes},
	booktitle = {VII Simposio de Teor{\'\i}a y Aplicaciones de Miner{\'\i}a de Datos},
	year = {2015},
	note = {TIN2012-33856},
	pages = {685-694},
	author = {C. J. Carmona and F. Pulgar-Rubio and A.M. Garc{\'\i}a-Vico and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {Cgd15,
	title = {FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery},
	booktitle = {16th World Congress of the International Fuzzy Systems Association and 9th Conference of the European Society for Fuzzy Logic and Technology},
	year = {2015},
	note = {TIN2012-33856},
	pages = {1-8},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@article {626,
	title = {Subgroup Discovery through Evolutionary Fuzzy Systems applied to Bioinformatics problems},
	year = {2015},
	pages = {1-28},
	institution = {De Montfort University},
	address = {Leicester, United Kingdom},
	author = {C. J. Carmona and D. Elizondo}
}
@conference {Pcagd15,
	title = {Una primera aproximaci{\'o}n al descubrimiento de subgrupos bajo el paradigma MapReduce},
	booktitle = {1er Workshop en Big Data y An{\'a}lisis de Datos Escalable},
	year = {2015},
	note = {TIN2012-33856},
	pages = {991-1000},
	author = {F. Pulgar-Rubio and C. J. Carmona and A.J. Rivera-Rivas and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {Gcgcj15,
	title = {Usando Algoritmos de Descubrimiento de Subgrupos en R: El Paquete SDR},
	booktitle = {VII Simposio de Teor{\'\i}a y Aplicaciones de Miner{\'\i}a de Datos},
	year = {2015},
	note = {TIN2012-33856},
	pages = {739-748},
	author = {A.M. Garc{\'\i}a-Vico and Francisco Charte and P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus}
}
@article {Ltcgh14,
	title = {Addressing Imbalanced Classification with Instance Generation Techniques: IPADE-ID},
	journal = {Neurocomputing},
	volume = {126},
	year = {2014},
	note = {TIN2011-28488,P11-TIC-7765,P10-TIC-6858},
	pages = {15-28},
	doi = {10.1016/j.neucom.2013.01.050},
	author = {V. L{\'o}pez and I. Triguero and C. J. Carmona and S. Garc{\'\i}a and F. Herrera}
}
@article {Cgdh14,
	title = {Overview on evolutionary subgroup discovery: analysis of the suitability and potential of the search performed by evolutionary algorithms},
	journal = {WIREs Data Mining and Knowledge Discovery},
	volume = {4},
	number = {2},
	year = {2014},
	note = {TIN2012-33856,TIN2010-15055,TIN2011-28488,TIC-3928,P11-TIC-7765,P10-TIC-6858},
	pages = {87-103},
	doi = {10.1002/widm.1118},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@article {543,
	title = {Training algorithms for Radial Basis Function Networks to tackle learning processes with imbalanced data-sets},
	journal = {Applied Soft Computing},
	volume = {25},
	year = {2014},
	note = {TIN2012-33856},
	pages = {26-39},
	doi = {10.1016/j.asoc.2014.09.011},
	author = {M.D. P{\'e}rez-Godoy and A.J. Rivera-Rivas and C. J. Carmona and M. J. del Jesus}
}
@conference {Cggda13b,
	title = {An evolutionary fuzzy system for the detection of exceptions in subgroup discovery},
	booktitle = {International Fuzzy Systems Applications World Congress (IFSA)},
	year = {2013},
	note = {TIN2012-33856,ENE2009-08302,TIC-3928,TEP-5045M},
	month = {July},
	pages = {74-79},
	address = {Edmonton (Canada)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and B. Garc{\'\i}a-Domingo and M. J. del Jesus and J. Aguilera}
}
@conference {Ccsd13b,
	title = {An{\'a}lisis del virus de la gripe A mediante descubrimientos de subgrupos difusos},
	booktitle = {VII Simposio de Teor{\'\i}a y Aplicaciones de Miner{\'\i}a de Datos (TAMIDA)},
	year = {2013},
	note = {TIN2012-33856,TIC-3928},
	month = {September},
	pages = {1313-1322},
	address = {Madrid (Spain)},
	author = {C. J. Carmona and C. Chrysostomou and H. Seker and M. J. del Jesus}
}
@inbook {Cdg13,
	title = {Applying Subgroup Discovery Based on Evolutionary Fuzzy Systems for Web Usage Mining in E-Commerce: A Case Study on OrOliveSur.com},
	booktitle = {Foundations and Applications of Intelligent Systems},
	year = {2013},
	note = {TIN2008-06681-C06-02,TIC-3928,UJA2010/13/07},
	pages = {591-602},
	isbn = {978-3-642-37828-7},
	author = {C. J. Carmona and M. J. del Jesus},
	editor = {F. Sun and T. Li and H. Li}
}
@article {623,
	title = {Descubrimiento de subgrupos aplicado al portal de comercio electr{\'o}nico: OrOliveSur.com},
	year = {2013},
	pages = {1-16},
	institution = {Departamento de Inform{\'a}tica, Universidad de Ja{\'e}n},
	address = {Ja{\'e}n, Espa{\~n}a},
	author = {C. J. Carmona and M. J. del Jesus and S. Garc{\'\i}a}
}
@article {Ccsd13,
	title = {Fuzzy Rules for Describing Subgroups from Influenza A Virus Using a Multi-objective Evolutionary Algorithm},
	journal = {Applied Soft Computing},
	volume = {13},
	year = {2013},
	note = {TIN2012-33856,TIC-3928},
	pages = {3439-3448},
	doi = {10.1016/j.asoc.2013.04.011},
	author = {C. J. Carmona and C. Chrysostomou and H. Seker and M. J. del Jesus}
}
@article {Cggda13,
	title = {MEFES: An evolutionary proposal for the detection of exceptions in subgroup discovery. An application to Concentrating Photovoltaic Technology},
	journal = {Knowledge-Based Systems},
	volume = {54},
	year = {2013},
	note = {IEE-07-762,TIN2012-33856,ENE2009-08302,TIC-3928,TEP-5045M},
	pages = {73-85},
	doi = {10.1016/j.knosys.2013.08.001},
	author = {C. J. Carmona and P. Gonz{\'a}lez and B. Garc{\'\i}a-Domingo and M. J. del Jesus and J. Aguilera}
}
@conference {440,
	title = {Un sistema difuso evolutivo para la detecci{\'o}n de excepciones en descubrimiento de subgrupos},
	booktitle = {XV Conferencia de la Asociaci{\'o}n Espa{\~n}ola para la Inteligencia Artificial},
	year = {2013},
	note = {TIN2012-33856,TIC-3928},
	month = {September},
	pages = {1220-1229},
	address = {Madrid (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {Clgd12b,
	title = {A preliminary study on missing data imputation in evolutionary fuzzy systems of subgroup discovery},
	booktitle = {IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	month = {June},
	pages = {1-7},
	address = {Brisbane (Australia)},
	author = {C. J. Carmona and J. Luengo and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {simidat225,
	title = {A Preliminary Study on Selecting the Optimal Cut Points in Discretization by Evolutionary Algorithms},
	booktitle = {1st International Conference on Pattern Recognition Applications and Methods (ICPRAM)},
	year = {2012},
	note = {TIN2011-28488,TIC-6858},
	month = {February},
	pages = {211-216},
	address = {Villamoura - (Portugal)},
	author = {S. Garc{\'\i}a and V. L{\'o}pez and J. Luengo and C. J. Carmona and F. Herrera}
}
@conference {simidat224,
	title = {Ajuste gen{\'e}tico lateral de las etiquetas ling{\"u}{\'\i}sticas en descubrimiento de subgrupos},
	booktitle = {XVI Congreso Espa{\~n}ol sobre Tecnolog{\'\i}as y L{\'o}gica Fuzzy (ESTYLF)},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	month = {February},
	pages = {271-276},
	address = {Valladolid (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. Gacto and M. J. del Jesus}
}
@article {Clgd12,
	title = {An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery},
	journal = {Expert Systems with Applications},
	volume = {39},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	pages = {11404-11412},
	doi = {10.1016/j.eswa.2012.04.029},
	author = {C. J. Carmona and J. Luengo and P. Gonz{\'a}lez and M. J. del Jesus}
}
@article {624,
	title = {Analysing the Moodle e-learning platform through subgroup discovery algorithms based on evolutionary fuzzy systems},
	year = {2012},
	pages = {1-28},
	institution = {De Montfort University},
	address = {Leicester, United Kingdom},
	author = {C. J. Carmona and D. Elizondo}
}
@article {Gdtch12,
	title = {Evolutionary-Based Selection of Generalized Instances for Imbalanced Classification},
	journal = {Knowledge-Based Systems},
	volume = {25},
	number = {1},
	year = {2012},
	note = {TIN-2008-06681-C06-01,TIN-2008-06681-C06-02},
	pages = {3-12},
	doi = {10.1016/j.knosys.2011.01.012},
	author = {S. Garc{\'\i}a and J. Derrac and I. Triguero and C. J. Carmona and F. Herrera}
}
@article {Cggd12,
	title = {Genetic lateral tuning for subgroup discovery with fuzzy rules using the algorithm NMEEF-SD},
	journal = {International Journal of Computational Intelligence Systems},
	volume = {5},
	number = {2},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	pages = {355-367},
	doi = {10.1080/18756891.2012.685323},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. Gacto and M. J. del Jesus}
}
@conference {Cstbdg12,
	title = {Subgroup Discovery Applied to the e-Commerce Website OrOliveSur.com},
	booktitle = {14th International Conference on Enterprise Information Systems (ICEIS)},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928,UJA2010/13/07},
	month = {July},
	pages = {239-244},
	address = {Wroclaw (Poland)},
	author = {C. J. Carmona and S. Ram{\'\i}rez-Gallego and F. Torres and E. Bernal and M. J. del Jesus}
}
@article {Cstbdg12,
	title = {Web usage mining to improve the design of an e-commerce website: OrOliveSur.com},
	journal = {Expert Systems with Applications},
	volume = {39},
	year = {2012},
	note = {TIN-2008-06681-C06-02,TIC-3928,UJA2010/13/07},
	pages = {11243-11249},
	doi = {10.1016/j.eswa.2012.03.046},
	author = {C. J. Carmona and S. Ram{\'\i}rez-Gallego and F. Torres and E. Bernal and M. J. del Jesus}
}
@article {Hcgd11,
	title = {An overview on Subgroup Discovery: Foundations and Applications},
	journal = {Knowledge and Information Systems},
	volume = {29},
	number = {3},
	year = {2011},
	note = {TIN-2008-06681-C06-01,TIN-2008-06681-C06-02,TIC-3928},
	pages = {495-525},
	doi = {10.1007/s10115-010-0356-2},
	author = {F. Herrera and C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus}
}
@conference {simidat221,
	title = {Analysis of the Impact of Using Different Diversity Functions for the Subgroup Discovery Algorithm NMEEF-SD},
	booktitle = {5th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS)},
	year = {2011},
	month = {April},
	pages = {17-23},
	address = {Paris (France)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@conference {simidat220,
	title = {Descubrimiento de subgrupos mediante sistemas difusos evolutivos},
	booktitle = {II Jornadas Andaluzas de Inform{\'a}tica (JAI)},
	year = {2011},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	month = {September},
	pages = {30-35},
	address = {Canillas del Aceituno (Spain)},
	author = {C. J. Carmona}
}
@article {Cgdnj11,
	title = {Evolutionary Fuzzy Rule Extraction for Subgroup Discovery in a Psychiatric Emergency Department},
	journal = {Soft Computing},
	volume = {15},
	number = {12},
	year = {2011},
	note = {TIN-2008-06681-C06-02,TIC-3928},
	pages = {2435-2448},
	doi = {10.1007/s00500-010-0670-3},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and M. Nav{\'\i}o and L. Jim{\'e}nez}
}
@article {Dglch11,
	title = {Evolutionary Selection of Hyperrectangles in Nested Generalized Exemplar Learning},
	journal = {Applied Soft Computing},
	volume = {11},
	number = {3},
	year = {2011},
	note = {TIN2008-06681-C06-01},
	pages = {3032-3045},
	doi = {10.1016/j.asoc.2010.11.030},
	author = {S. Garc{\'\i}a and J. Derrac and J. Luengo and C. J. Carmona and F. Herrera}
}
@conference {simidat222,
	title = {Subgroup discovery in an e-learning usage study based on Moodle},
	booktitle = {International Conference on EUropean Transnational Education (ICEUTE)},
	year = {2011},
	note = {TIN-2008-06681-C06-02,TIN-2008-06681-C06-03,TIC-3928,TIC-3720},
	month = {October},
	pages = {26-31},
	address = {Salamanca (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and S. Ventura}
}
@article {625,
	title = {Subgroup Discovery: Real-World Applications},
	year = {2011},
	pages = {1-21},
	institution = {De Montfort University},
	address = {Leicester, United Kingdom},
	author = {C. J. Carmona and D. Elizondo}
}
@conference {586,
	title = {A Preliminary Study on Mutation Operators in Cooperative Competitive Algorithms for RBFN Design},
	booktitle = {IEEE World Congress on Computational Intelligence (WCCI)},
	year = {2010},
	note = {TIN2008-06681-C06-02, TIC-3928},
	pages = {349{\textendash}355},
	author = {M.D. P{\'e}rez-Godoy and A.J. Rivera-Rivas and C. J. Carmona and M. J. del Jesus}
}
@conference {simidat206,
	title = {A Preliminary Study on the Selection of Generalized Instances for Imbalanced Classification},
	booktitle = {Twenty Third International Conference on Industrial, Engineering \& Other Applications of Applied Intelligent Systems (IEA/AIE)},
	year = {2010},
	note = {TIN2008-06681-C06-01,TIN2008-06681-C06-02},
	pages = {601-610},
	address = {Cordoba},
	author = {S. Garc{\'\i}a and J. Derrac and I. Triguero and C. J. Carmona and F. Herrera}
}
@inbook {587,
	title = {CO2RBFN for Short and Medium Term Forecasting of the Extra Virgin Olive Oil Price},
	booktitle = {Studies in Computational Intelligence},
	volume = {284},
	year = {2010},
	note = {TIN2008-06681-C06-02, TIC-3928, UJA-08-16-30.},
	pages = {113-125},
	issn = {978-3-642-12538-6},
	author = {M.D. P{\'e}rez-Godoy and P. P{\'e}rez and M.P. Fr{\'\i}as and A.J. Rivera-Rivas and C. J. Carmona and M. Parras}
}
@article {582,
	title = {CO2RBFN for short-term forecasting of the extra virgin olive oil price in the Spanish market},
	journal = {International Journal of Hybrid Intelligent Systems},
	year = {2010},
	note = {TIN2008-06681-C06-02, TIC-3928, UJA-08-16-30},
	pages = {75-87},
	doi = {10.3233/HIS-2010-0106},
	author = {M.D. P{\'e}rez-Godoy and P. P{\'e}rez and A.J. Rivera-Rivas and M. J. del Jesus and C. J. Carmona and M.P. Fr{\'\i}as and M. Parras}
}
@conference {simidat177,
	title = {Evolutionary algorithms for subgroup discovery applied to e-learning data},
	booktitle = {IEEE EDUCON},
	year = {2010},
	note = {TIN-2008-06681-C06-02,TIN-2008-06681-C06-03,TIC-3928,TIC-3720},
	month = {April},
	pages = {983-990},
	address = {Madrid (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and C. Romero and S. Ventura}
}
@conference {583,
	title = {Mejoras en el Dise{\~n}o Multiobjetivo de Redes de Funciones de Base Radial},
	booktitle = {Congreso Espa{\~n}ol sobre Tecnolog{\'\i}as y L{\'o}gica Fuzzy (ESTYLF)},
	year = {2010},
	note = {TIN2008-06681-C06-02, TIC-3928.},
	pages = {441-446},
	author = {P.L. L{\'o}pez and A.J. Rivera-Rivas and C. J. Carmona and M.D. P{\'e}rez-Godoy}
}
@article {Cgdh10,
	title = {NMEEF-SD: Non-dominated Multi-objective Evolutionary algorithm for Extracting Fuzzy rules in Subgroup Discovery},
	journal = {IEEE Transactions on Fuzzy Systems},
	volume = {18},
	number = {5},
	year = {2010},
	note = {TIN-2008-06681-C06-01,TIN-2008-06681-C06-02,TIC-3928},
	pages = {958-970},
	doi = {10.1109/TFUZZ.2010.2060200},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@conference {simidat178,
	title = {Preselection of Neurostimulation waveforms for visual prostheses using genetic algorithms},
	booktitle = {3rd International Conference on Biomedical Electronics and Devices (BIODEVICES)},
	year = {2010},
	note = {TIN2007-60587,TIN2008-06893-C03-02,P07-TIC-02768,P06-TIC-02007,TIC-3928,UJA-08-16-10},
	month = {January},
	pages = {191-194},
	address = {Valencia},
	author = {S. Romero and A. Guill{\'e}n and C. J. Carmona and C. Morillas and F. Pelayo and H. Pomares}
}
@conference {584,
	title = {Adaptaci{\'o}n de una asignatura avanzada de redes de computadores al modelo de docencia virtual dentro del marco del Espacio Europeo de Educaci{\'o}n Superior},
	booktitle = {International Conference on Development and Innovation with New Technologies in Engineering Education},
	year = {2009},
	pages = {15-21},
	author = {A.J. Rivera-Rivas and C. J. Carmona and M.D. P{\'e}rez-Godoy and M. J. del Jesus}
}
@conference {simidat156,
	title = {An analysis of evolutionary algorithms with different types of fuzzy rules in subgroup discovery},
	booktitle = {IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)},
	year = {2009},
	note = {TIN2008-06681-C06-01,TIN2008-06681-C06-02,TIC-3928},
	month = {August},
	pages = {1706-1711},
	address = {ICC Jeju, Jeju Island, Korea},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@conference {585,
	title = {EMORBFN: An Evolutionary Multiobjetive Optimization Algorithm for RBFN Design},
	booktitle = {International Work-Conference on Artificial Neural Networks (IWANN)},
	number = {2009},
	year = {2009},
	note = {TIN2008-06681-C06-02, TIN2007-60587},
	pages = {752{\textendash}759},
	publisher = {Lecture Notes in Computer Science 5517},
	organization = {Lecture Notes in Computer Science 5517},
	author = {P.L. L{\'o}pez and A.J. Rivera-Rivas and M.D. P{\'e}rez-Godoy and M. J. del Jesus and C. J. Carmona}
}
@conference {simidat148,
	title = {Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery},
	booktitle = {Proceedings of the Fourth International Conference on Hybrid Artificial Intelligence Systems (HAIS)},
	series = {LNAI},
	volume = {5572},
	year = {2009},
	note = {TIN2008-06681-C06-01,TIN2008-06681-C06-02,TIC-3928},
	month = {June},
	pages = {573-580},
	publisher = {Springer},
	organization = {Springer},
	address = {Salamanca (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@conference {simidat51,
	title = {Aplicaci{\'o}n de un algoritmo de extracci{\'o}n de reglas difusas para miner{\'\i}a de uso web},
	booktitle = {XIV Congreso Espa{\~n}ol de Tecnolog{\'\i}as y L{\'o}gica Difusa (ESTYLF)},
	year = {2008},
	month = {September},
	address = {Langreo-Mieres (Spain)},
	author = {C. J. Carmona and P. Gonz{\'a}lez and V. M. Rivas and M. J. del Jesus}
}
@conference {simidat53,
	title = {Applied Techniques of Engineering to Non-Structured Data Model},
	booktitle = {International Symposium on Distributed Computing and Artificial Intelligence (DCAI)},
	volume = {50},
	year = {2008},
	pages = {410-414},
	address = {Salamanca (Spain)},
	doi = {10.1007/978-3-540-85863-8_48},
	author = {C. J. Carmona and M. J. del Jesus and P. Guerrero and R. Pe{\~n}a-Santiago and V. M. Rivas}
}
@conference {simidat52,
	title = {Influencia de la granularidad y de las medidas de calidad en SDIGA},
	booktitle = {XIV Congreso Espa{\~n}ol de Tecnolog{\'\i}as y L{\'o}gica Difusa( ESTYLF)},
	year = {2008},
	note = {TIN2005-08386-C05-01,TIN2005-08386-C05-03},
	month = {September},
	address = {Langreo-Mieres (Spain)},
	author = {P. Gonz{\'a}lez and C. J. Carmona and M. J. del Jesus and F. Herrera}
}
