@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 {804,
	title = {Implementation of Data Stream Classification Neural Network Models Over Big Data Platforms},
	booktitle = {International Work-Conference on Artificial Neural Networks (IWANN 2021)},
	year = {2021},
	note = {TIN2015-68454-R, PID2019-107793GB-I00},
	pages = {272{\textendash}280},
	publisher = {Springer International Publishing},
	organization = {Springer International Publishing},
	isbn = {978-3-030-85099-9},
	doi = {10.1007/978-3-030-85099-9_22},
	author = {F. Puentes and M.D. P{\'e}rez-Godoy 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 {767,
	title = {An analysis of technological frameworks for data streams},
	journal = {Progress in Artificial Intelligence},
	volume = {9},
	year = {2020},
	month = {06/2020},
	pages = {239{\textendash}261},
	abstract = {Real-time data analysis is becoming increasingly important in Big Data environments for addressing data stream issues. To this end, several technological frameworks have been developed, both open-source and proprietary, for the analysis of streaming data. This paper analyzes some open-source technological frameworks available for data streams, detailing their main characteristics. The objective is to facilitate decisions on which framework to use, meeting the needs of data mining methods for data streams. In this sense, there are important factors affecting the choice about which framework is most suitable for this purpose. Some of these factors are the existence of data mining libraries, the available documentation, the maturity of the platform, fault tolerance and processing guarantees, among others. Another decisive factor when choosing a data stream framework is its performance. For this reason, two comparisons have been made: a performance and latency comparison between Spark Streaming, Spark Structured Streaming, Storm, Flink and Samza following the Yahoo Streaming Benchmark methodology, and a comparison between Spark Streaming and Flink with a clustering algorithm for data streaming called streaming K-means.},
	keywords = {Big Data, Big data frameworks, Data stream engines, Data streaming, Technological frameworks},
	doi = {https://doi.org/10.1007/s13748-020-00210-6},
	author = {F. Puentes and M.D. P{\'e}rez-Godoy and P. Gonz{\'a}lez 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}
}
@conference {759,
	title = {An{\'a}lisis preliminar de marcos tecnol{\'o}gicos en data stream},
	booktitle = {II Workshop en Big Data y an{\'a}lisis de datos escalable},
	year = {2018},
	month = {10},
	pages = {1117-1122},
	address = {Granada (Espa{\~n}a)},
	author = {F. Puentes and M.D. P{\'e}rez-Godoy and P. Gonz{\'a}lez and M. J. del Jesus}
}
@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}
}
@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}
}
@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 {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}
}
@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 {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}
}
@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}
}
@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 {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 {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}
}
@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}
}
@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 {article,
	title = {On the discovery of association rules by means of evolutionary algorithms},
	journal = {Wiley Interdisc. Rew.: Data Mining and Knowledge Discovery},
	volume = {1},
	number = {5},
	year = {2011},
	month = {09},
	pages = {397-415},
	issn = {1942-4795},
	doi = {10.1002/widm.18},
	author = {M. J. del Jesus and G{\'a}mez, Jos{\'e} and P. Gonz{\'a}lez and Puerta, Jose}
}
@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}
}
@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}
}
@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 {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}
}
@article {simidat47,
	title = {Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data},
	journal = {Expert Systems with Applications},
	volume = {36},
	year = {2009},
	pages = {1632-1644},
	author = {C. Romero and P. Gonz{\'a}lez and S. Ventura and M. J. del Jesus and F. Herrera}
}
@article {606,
	title = {Modelo predictivo colaborativo de apoyo al diagn{\'o}stico en servicio de urgencias psiqui{\'a}tricas},
	journal = {Revista Ib{\'e}rica de Sistemas y Tecnolog{\'\i}as de la informaci{\'o}n},
	volume = {4},
	number = {4},
	year = {2009},
	pages = {29-42},
	issn = {1646-9895},
	author = {J. R. Cano and P. Gonz{\'a}lez and Jos{\'e} Aguilera and A.G. L{\'o}pez-Herrera and F. Herrera and M. Nav{\'\i}o and Jim{\'e}nez-Arriero Miguel Angel}
}
@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 {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}
}
@inbook {Jesus2008,
	title = {Subgroup Discovery with Linguistic Rules},
	booktitle = {Fuzzy Sets and Their Extensions: Representation, Aggregation and Models},
	year = {2008},
	pages = {411{\textendash}430},
	publisher = {Springer Berlin Heidelberg},
	organization = {Springer Berlin Heidelberg},
	address = {Berlin, Heidelberg},
	abstract = {Subgroup discovery can be defined as a form of supervised inductive learning in which, given a population of individuals and a specific property of individuals in which we are interested, find population subgroups that have the most unusual distributional characteristics with respect to the property of interest. Subgroup discovery algorithms aim at discovering individual rules, which must be represented in explicit symbolic form and which must be simple and understandable in order to be recognized as actionable by potential users.},
	isbn = {978-3-540-73723-0},
	doi = {10.1007/978-3-540-73723-0_21},
	url = {https://doi.org/10.1007/978-3-540-73723-0_21},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera},
	editor = {Bustince, Humberto and F. Herrera and Montero, Javier}
}
@conference {simidat40,
	title = {Aplicaci{\'o}n de Algoritmos Evolutivos de Descubrimiento de Subgrupos en e-Learning: un Caso de Estudio},
	booktitle = {V Congreso Espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2007},
	pages = {493-500},
	address = {Tenerife (Spain)},
	author = {C. Romero and P. Gonz{\'a}lez and S. Ventura and M. J. del Jesus and F. Herrera}
}
@article {simidat41,
	title = {Evolutionary fuzzy rule induction process for subgroup discovery: a case study in marketing},
	journal = {IEEE Transactions on Fuzzy Systems},
	volume = {15},
	number = {4},
	year = {2007},
	pages = {578-592},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Mesonero}
}
@conference {simidat49,
	title = {Multiobjective genetic algorithm for extractiong subgroup discovery fuzzy rules},
	booktitle = {2007 IEEE Symposium on Computational Intelligence in Multicriteria Decision Making (IEEE MCDM)},
	year = {2007},
	pages = {50-57},
	publisher = {Omnipress},
	organization = {Omnipress},
	address = {Honolulu (USA)},
	author = {P. Gonz{\'a}lez and M. J. del Jesus and F. Herrera}
}
@conference {simidat36,
	title = {Multiobjective Evolutionary Induction of Subgroup Discovery Fuzzy Rules: A Case Study in Marketing},
	booktitle = {6th Industrial Conference on Data Mining (ICDM)},
	series = {LNCS},
	volume = {4065},
	year = {2006},
	pages = {337-349},
	publisher = {Springer},
	organization = {Springer},
	address = {Leipzig (Germany)},
	author = {F. J. Berlanga and M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Mesonero}
}
@inbook {simidat22,
	title = {Evolutionary Induction of Descriptive Rules in a Market Problem},
	booktitle = {Intelligent Data Mining. Techniques and Applications, Studies in Computational Intelligence},
	volume = {5},
	year = {2005},
	pages = {267-292},
	publisher = {Springer-Verlag},
	organization = {Springer-Verlag},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Mesonero},
	editor = {D. Ruan and G. Chen and E.E. Kerre and G. Wets}
}
@conference {simidat20,
	title = {Inducci{\'o}n evolutiva multiobjetivo de reglas de descripci{\'o}n de subgrupos en un problema de marketing},
	booktitle = {IV Congreso Espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2005},
	pages = {661-669},
	address = {Granada (Spain)},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera}
}
@conference {simidat31,
	title = {Multiobjective evolutionary induction of subgroup discovery rules in a market problem},
	booktitle = {2nd International Conference on Machine Intelligence (ACIDCA-ICMI)},
	year = {2005},
	pages = {610-617},
	address = {Tozeur (Tunisia)},
	author = {F. J. Berlanga and M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera}
}
@conference {simidat12,
	title = {Algoritmo Evolutivo de Extracci{\'o}n de reglas de Asociaci{\'o}n aplicado a un problema de marketing},
	booktitle = {III Congreso Espa{\~n}ol de Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados(MAEB)},
	year = {2004},
	pages = {102-104},
	address = {C{\'o}rdoba (Spain)},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Mesonero}
}
@inbook {696,
	title = {Extacci{\'o}n de conocimiento con algoritmos evolutivos y reglas difusas},
	booktitle = {Introducci{\'o}n a la miner{\'\i}a de datos},
	year = {2004},
	pages = {383-420},
	publisher = {Pearson Prentice Hall},
	organization = {Pearson Prentice Hall},
	issn = {84-205-4091-9},
	author = {del Jesus D{\'\i}az, Mar{\'\i}a Jos{\'e} and P. Gonz{\'a}lez and F. Herrera}
}
@conference {simidat13,
	title = {Extracci{\'o}n de reglas DNF difusas en un problema de marketing},
	booktitle = {XII Congreso Espa{\~n}ol de Tecnolog{\'\i}as y L{\'o}gica Difusa(ESTYLF)},
	year = {2004},
	pages = {351-356},
	address = {Ja{\'e}n (Spain)},
	author = {M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Mesonero}
}
@conference {simidat8,
	title = {Extracci{\'o}n Evolutiva de Reglas de Asociaci{\'o}n en un Servicio de Urgencias Psiqui{\'a}tricas},
	booktitle = {II Congreso espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos evolutivos y bioinspirados(MAEB)},
	year = {2003},
	pages = {548-555},
	address = {Gij{\'o}n(Spain)},
	author = {J. Aguilera and M. J. del Jesus and P. Gonz{\'a}lez and F. Herrera and M. Nav{\'\i}o and J. S{\'a}inz}
}
@conference {740,
	title = {Modelos Evolutivos de Extracci{\'o}n de Conocimiento en Aplicaciones M{\'e}dicas: Enfermedad de Parkinson y Urgencias PSiqui{\'a}tricas},
	booktitle = {Workshop de Miner{\'\i}a de Datos y Aprendizaje Autom{\'a}tico},
	year = {2002},
	month = {01},
	address = {Santander (Espa{\~n}a)},
	author = {Jos{\'e} Aguilera and del Jesus D{\'\i}az, Mar{\'\i}a Jos{\'e} and P. Gonz{\'a}lez and F. Herrera and Nav{\'\i}o, M. and Saiz, J.}
}
@conference {719,
	title = {La asignatura de planificaci{\'o}n de sistemas inform{\'a}ticos en ingenier{\'\i}a t{\'e}cnica  en inform{\'a}tica de gesti{\'o}n.},
	booktitle = {Jenui},
	year = {2000},
	month = {01},
	address = {Alcala de Henares (Espa{\~n}a)},
	author = {P. Gonz{\'a}lez and M.D. P{\'e}rez-Godoy and A.J. Rivera-Rivas}
}
@conference {712,
	title = {Presentaci{\'o}n de TCL-TK para el desarrollo de aplicaciones por parte de usuarios no expertos en programaci{\'o}n},
	booktitle = {Jornadas cient{\'\i}ficas andaluzas en tecnolog{\'\i}a de la informaci{\'o}n},
	year = {1998},
	address = {C{\'a}diz (Espa{\~n}a)},
	author = {P. Gonz{\'a}lez and A.J. Rivera-Rivas and M.D. P{\'e}rez-Godoy}
}
