@article {752,
	title = {Evolutionary Fuzzy Sistems for Explainable Artificial Intelligence: Why, When, What for, and Where to ?},
	journal = {IEEE Computational Intelligence},
	volume = {1},
	number = {14},
	year = {2019},
	note = {TIN2015-68454-R; TIN2015-67661-P; TIN2017-89517-P},
	pages = {69-81},
	abstract = {Evolutionary fuzzy systems are one of the greatest advances within the area of computational intelligence. They consist of evolutionary algorithms applied to the design of fuzzy systems. Thanks to this hybridization, superb abilities are provided to fuzzy modeling in many different data science scenarios. This contribution is intended to comprise a position paper developing a comprehensive analysis of the evolutionary fuzzy systems research field. To this end, the "4 W" questions are posed and addressed with the aim of understanding the current context of this topic and its significance. Specifically, it will be pointed out why evolutionary fuzzy systems are important from an explainable point of view, when they began, what they are used for, and where the attention of researchers should be directed to in the near future in this area. They must play an important role for the emerging area of eXplainable Artificial Intelligence (XAI) learning from data.},
	issn = {1556-603X},
	doi = {10.1109/TFUZZ.2018.2814577},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and O. Cord{\'o}n and F. Marcelloni and F. Herrera}
}
@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 {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}
}
@article {753,
	title = {KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining.},
	journal = {International Journal of Computational Intelligence Systems},
	volume = {10},
	number = {1},
	year = {2017},
	pages = {1238-1249},
	issn = {1875-6891},
	author = {I. Triguero and S. Gonzalez and J.M. Moyano and S. Garc{\'\i}a and J. Alcal{\'a}-Fdez and J. Luengo and A. Fern{\'a}ndez and M. J. del Jesus and L. S{\'a}nchez and F. Herrera and ATLANTIS PRESS.}
}
@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}
}
@article {302,
	title = {Propuesta de una asignatura de Dise{\~n}o de Servidores para la especialidad de Tecnolog{\'\i}as de Informaci{\'o}n},
	journal = {Ense{\~n}anza y aprendizaje de ingenier{\'\i}a de computadores. Revista de experiencias docentes en ingenier{\'\i}a de computadores},
	volume = {4},
	year = {2014},
	note = {-},
	pages = {15{\textendash}24},
	abstract = {This paper presents the subject Design and Deployment of Servers belonging to the Information Technologies of the Computer Science Engineering at the University of Ja{\'e}n. The objective of this subject is to provide the training established in the different competences related to the development and deployment of hardware infrastructures that supports the currently information systems. These information systems have characteristics such as ubiquitous access, high computational costs or high availability, among others. Thus, the subject addresses concepts from design of systems, monitoring, benchmarking or evaluation, to high availability, scalability or load balancing.},
	issn = {2173-8688},
	author = {A.J. Rivera-Rivas and Espinilla, Macarena and A. Fern{\'a}ndez and Santamar{\'\i}a L{\'o}pez, Jos{\'e} and Francisco Charte}
}
@article {simidat232,
	title = {A Review on Ensembles for Class Imbalance Problem: Bagging, Boosting and Hybrid Based Approaches},
	journal = {IEEE Transactions on System, Man and Cybernetics - Part C: Applications and Reviews},
	volume = {42},
	number = {4},
	year = {2012},
	pages = {463-484},
	doi = {10.1109/TSMCC.2011.2161285},
	author = {M. Galar and A. Fern{\'a}ndez and E. Barrenechea and H. Bustince and F. Herrera}
}
@article {simidat231,
	title = {Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics},
	journal = {Expert Systems with Applications},
	volume = {39},
	number = {7},
	year = {2012},
	pages = {6585-6608},
	doi = {10.1016/j.eswa.2011.12.043},
	author = {V. L{\'o}pez and A. Fern{\'a}ndez and J.G. Moreno-Torres and F. Herrera}
}
@article {simidat243,
	title = {Automatic Laser Pointer Detection Algorithm for Environment Control Device Systems Based on Template Matching and Genetic Tuning of Fuzzy Rule-Based Systems},
	journal = {International Journal of Computational Intelligence Systems},
	volume = {5},
	number = {2},
	year = {2012},
	pages = {368-386},
	doi = {10.1080/18756891.2012.685327},
	author = {F. Ch{\'a}vez and A. Fern{\'a}ndez and M. J. Gacto and R. Alcal{\'a}}
}
@article {simidat233,
	title = {Feature Selection and Granularity Learning in Genetic Fuzzy Rule-Based Classication Systems for Highly Imbalanced Data-Sets},
	journal = {International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems},
	volume = {20},
	number = {3},
	year = {2012},
	pages = {369-397},
	doi = {S0218488512500195},
	author = {P. Villar and A. Fern{\'a}ndez and R. Carrasco and F. Herrera}
}
@article {simidat234,
	title = {IIVFDT: Ignorance Functions based Interval-Valued Fuzzy Decision Tree with Genetic Tuning. International Journal of Uncertainty},
	journal = {International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems},
	year = {2012},
	author = {J. Sanz and A. Fern{\'a}ndez and H. Bustince}
}
@article {simidat235,
	title = {A Genetic Tuning to Improve the Performance of Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets: Degree of Ignorance and Lateral Position},
	journal = {International Journal of Approximate Reasoning},
	volume = {52},
	number = {6},
	year = {2011},
	pages = {751-766},
	doi = {10.1016/j.ijar.2011.0},
	author = {J. Sanz and A. Fern{\'a}ndez and H. Bustince and F. Herrera}
}
@article {simidat238,
	title = {Addressing Data Complexity for Imbalanced Data Sets: Analysis of SMOTE-based Oversampling and Evolutionary Undersampling},
	journal = {Soft Computing},
	volume = {15},
	number = {10},
	year = {2011},
	pages = {1909-1936},
	doi = {10.1007/s00500-010-0625-8},
	author = {J. Luengo and A. Fern{\'a}ndez and S. Garc{\'\i}a and F. Herrera}
}
@article {simidat237,
	title = {KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework},
	journal = {Journal of Multiple-Valued Logic and Soft Computing},
	volume = {17},
	number = {2-3},
	year = {2011},
	pages = {255-287},
	author = {J. Alcal{\'a}-Fdez and A. Fern{\'a}ndez and J. Luengo and J. Derrac and S. Garc{\'\i}a and L. S{\'a}nchez and F. Herrera}
}
@article {simidat187,
	title = {Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental Analysis of Power},
	journal = {Information Sciences},
	volume = {180},
	year = {2010},
	pages = {2044{\textendash}2064},
	doi = {10.1016/j.ins.2009.12.010},
	author = {S. Garc{\'\i}a and A. Fern{\'a}ndez and J. Luengo and F. Herrera}
}
@conference {simidat190,
	title = {Analysing the Hierarchical Fuzzy Rule Based Classification Systems with Genetic Rule Selection},
	booktitle = {4th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS)},
	year = {2010},
	month = {March},
	pages = {69-74},
	address = {Mieres (Spain)},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and F. Herrera}
}
@article {simidat239,
	title = {Genetics-Based Machine Learning for Rule Induction: State of the Art, Taxonomy and Comparative Study},
	journal = {IEEE Transactions on Evolutionary Computation},
	volume = {14},
	number = {6},
	year = {2010},
	pages = {913-941},
	doi = {10.1109/TEVC.2009.2039140},
	author = {A. Fern{\'a}ndez and J. Luengo and S. Garc{\'\i}a and E. Bernad{\'o}-Mansilla and F. Herrera}
}
@article {simidat185,
	title = {Improving the Performance of Fuzzy Rule-Based Classification Systems with Interval-Valued Fuzzy Sets and Genetic Amplitude Tuning},
	journal = {Information Sciences},
	volume = {180},
	number = {19},
	year = {2010},
	pages = {3674-3685},
	doi = {10.1016/j.ins.2010.06.018},
	author = {J. Sanz and A. Fern{\'a}ndez and H. Bustince and F. Herrera}
}
@conference {simidat191,
	title = {Multi-class Imbalanced Data-Sets with Linguistic Fuzzy Rule Based Classification Systems Based on Pairwise Learning},
	booktitle = {13th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU)},
	series = {Lecture Notes on Artificial Intelligence},
	volume = {6178},
	year = {2010},
	month = {June},
	pages = {89-98},
	address = {Dortmund (Germany)},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and F. Herrera}
}
@article {simidat186,
	title = {On the 2-Tuples Based Genetic Tuning Performance for Fuzzy Rule Based Classification Systems in Imbalanced Data-Sets},
	journal = {Information Sciences},
	volume = {180},
	number = {8},
	year = {2010},
	pages = {1268-1291},
	doi = {10.1016/j.ins.2009.12.014},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and F. Herrera}
}
@article {simidat184,
	title = {Solving Multi-Class Problems with Linguistic Fuzzy Rule Based Classification Systems Based on Pairwise Learning and Preference Relations},
	journal = {Fuzzy Sets and Systems},
	volume = {161},
	number = {23},
	year = {2010},
	pages = {3064-3080},
	doi = {10.1016/j.fss.2010.05.016},
	author = {A. Fern{\'a}ndez and M. Calder{\'o}n and E. Barrenechea and H. Bustince and F. Herrera}
}
@conference {simidat199,
	title = {Addressing Data-Complexity for Imbalanced Data-sets: A Preliminary Study on the Use of Preprocessing for C4.5},
	booktitle = {9th International Conference on Intelligent Systems Designs and Applications (ISDA)},
	year = {2009},
	pages = {523-528},
	author = {J. Luengo and A. Fern{\'a}ndez and F. Herrera and S. Garc{\'\i}a}
}
@article {simidat145,
	title = {Enhancing the Effectiveness and Interpretability of Decision Tree and Rule Induction Classifiers with Evolutionary Training Set Selection over Imbalanced Problems},
	journal = {Applied Soft Computing},
	volume = {9},
	year = {2009},
	pages = {1304-1314},
	doi = {10.1016/j.asoc.2009.04.004},
	author = {S. Garc{\'\i}a and A. Fern{\'a}ndez and F. Herrera}
}
@conference {simidat176,
	title = {Genetic Cooperative-Competitive Fuzzy Rule Based Learning Method using Genetic Programming for Highly Imbalanced Data-Sets},
	booktitle = {13 th International Fuzzy Systems Association World Congress and 6th European Society for Fuzzy Logic and Tecnology Conference (IFSA-EUSFLAT)},
	year = {2009},
	pages = {42-47},
	address = {Lisbon (Portugal)},
	author = {A. Fern{\'a}ndez and F. J. Berlanga and M. J. del Jesus and F. Herrera}
}
@article {simidat158,
	title = {Hierarchical fuzzy rule based classfication systems with genetic rule selection for imbalanced data-sets},
	journal = {International Journal of Approximate Reasoning},
	volume = {50},
	year = {2009},
	pages = {561-577},
	doi = {10.1016/j.ijar.2008.11.004},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and F. Herrera}
}
@conference {simidat189,
	title = {Improving the Performance of Fuzzy Rule Based Classification Systems for Highly Imbalanced Data-sets Using an Evolutionary Adaptive Inference System},
	booktitle = {10th International Work-Conference on Artificial Neural Networks (IWANN)},
	series = {Lecture Notes on Computer Science},
	volume = {5517},
	year = {2009},
	month = {June},
	pages = {294-301,},
	address = {Salamanca (Spain)},
	author = {A. Fern{\'a}ndez and M. J. del Jesus and F. Herrera}
}
@article {simidat157,
	title = {On the influence of an adaptive inference system in fuzzy rule-based classification sytems for imbalanced data-sets},
	journal = {Expert Systems with Applications},
	volume = {36},
	number = {6},
	year = {2009},
	pages = {9805-9812},
	doi = {10.1016/j.eswa.2009.02.048},
	author = {A. Fern{\'a}ndez and F. Herrera and M. J. del Jesus}
}
@conference {simidat93,
	title = {Un Primer Estudio sobre la Utilizaci{\'o}n de Selecci{\'o}n Evolutiva de Conjuntos de Entrenamiento en Problemas de Clasificaci{\'o}n con Clases no Balanceadas y {\'A}rboles de Decisi{\'o}n},
	booktitle = {Proceedings of VI Congreso Espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2009},
	month = {February},
	pages = {183-190},
	address = {M{\'a}laga (Spain)},
	author = {S. Garc{\'\i}a and A. Fern{\'a}ndez and F. Herrera}
}
@article {simidat85,
	title = {A Study of the Behaviour of Linguistic Fuzzy Rule Based Classification Systems in the Framework of Imbalanced Data Sets},
	journal = {Fuzzy Sets and Systems},
	volume = {159},
	number = {18},
	year = {2008},
	pages = {2378-2398},
	issn = {0165-0114},
	doi = {10.1016/j.fss.2007.12.023},
	author = {A. Fern{\'a}ndez and S. Garc{\'\i}a and M. J. del Jesus and F. Herrera}
}
@conference {simidat44,
	title = {KEEL: A Data Mining Software Tool Integrating Genetic Fuzzy Systems},
	booktitle = {3rd International Workshop on Genetic and Evolving Fuzzy Systems (GEFS)},
	year = {2008},
	note = {TIN-2008-06681-C06-01,TIN-2008-06681-C06-02,TIC-3928},
	pages = {83-88},
	address = {WittenBommerholz (Germany)},
	author = {J. Alcal{\'a}-Fdez and S. Garc{\'\i}a and F. J. Berlanga and A. Fern{\'a}ndez and L. S{\'a}nchez and M. J. del Jesus and F. Herrera}
}
@conference {simidat74,
	title = {A study on the Use of the Fuzzy Reasoning Method based on the Winning Rule Vs. Voting Procedure for Classification with Imbalanced Data Sets},
	booktitle = {Proceedings of the 9th International Work-Conference on Artificial Neural Networks (IWANN)},
	series = {Lecture Notes on Computer Science 4507},
	year = {2007},
	month = {June},
	pages = {375-382},
	publisher = {Springer-Verlag},
	organization = {Springer-Verlag},
	address = {San Sebasti{\'a}n (Spain)},
	author = {A. Fern{\'a}ndez and S. Garc{\'\i}a and M. J. del Jesus and F. Herrera}
}
@conference {simidat75,
	title = {An Analysis of the Rule Weights and Fuzzy Reasoning Methods for Linguistic Rule Based Classification Systems Applied to Problems with Highly Imbalanced Data Sets},
	booktitle = {International Workshop on Fuzzy Logic and Applications (WILF)},
	series = {Lecture Notes in Computer Science 4578},
	year = {2007},
	month = {July},
	pages = {170-179},
	publisher = {Springer-Verlag},
	organization = {Springer-Verlag},
	address = {Genova (Italy)},
	author = {A. Fern{\'a}ndez and S. Garc{\'\i}a and M. J. del Jesus and F. Herrera}
}
@conference {simidat77,
	title = {Statistical Comparisons by Means of Non-Parametric Tests: A Case Study on Genetic Based Machine Learning},
	booktitle = {Proceedings of the II Congreso Espa{\~n}ol de Inform{\'a}tica (CEDI 2007). V Taller Nacional de Miner{\'\i}a de Datos y Aprendizaje (TAMIDA)},
	year = {2007},
	month = {September},
	pages = {95-104},
	address = {Zaragoza (Spain)},
	author = {S. Garc{\'\i}a and A. Fern{\'a}ndez and A.D. Ben{\'\i}tez and F. Herrera}
}
@conference {simidat70,
	title = {A first study on the use of fuzzy rule based classification systems for problems with imbalanced data sets},
	booktitle = {Proceedings of the Symposium on Fuzzy Systems in Computer Science (FSCS)},
	year = {2006},
	month = {September},
	pages = {63-72},
	address = {Magdeburg (Germany)},
	author = {M. J. del Jesus and A. Fern{\'a}ndez and S. Garc{\'\i}a and F. Herrera}
}
@conference {simidat34,
	title = {A proposal of Evolutionary Prototype Selection for Class Imbalance Problems},
	booktitle = {Proceedings of the 7th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)},
	series = {LNCS},
	volume = {4224},
	year = {2006},
	pages = {1415-1423},
	author = {S. Garc{\'\i}a and J. R. Cano and A. Fern{\'a}ndez and F. Herrera}
}
@conference {simidat71,
	title = {Un primer estudio sobre el uso de los sistemas de clasificaci{\'o}n basados en reglas difusas en problemas de clasificaci{\'o}n con clases no balanceadas},
	booktitle = {Proceedings of the XIII Congreso Espa{\~n}ol sobre Tecnolog{\'\i}as y L{\'o}gica Fuzzy (ESTYLF)},
	year = {2006},
	month = {September},
	pages = {89-95},
	address = {Ciudad Real (Spain)},
	author = {A. Fern{\'a}ndez and S. Garc{\'\i}a and F. Herrera and M. J. del Jesus}
}
