Publications
A distributed evolutionary fuzzy system-based method for the fusion of descriptive emerging patterns in data streams,
, Information Fusion, (In Press)
Clustering: An R library to facilitate the analysis and comparison of cluster algorithms,
, Progress in Artificial Intelligence, (In Press)
A case of study with the Clustering R library to measure the quality of cluster algorithms,
, International Conference on Hybrid Artificial Intelligence Systems (HAIS) - Salamanca 5-8 septembre, p.88-97, (2022)
Gamificación mediante juegos de bloques en asignaturas del ámbito de la Inteligencia Artificial en el Grado en Ingeniería Informática,
, VI Congreso Internacional sobre Innovación Pedagógica y Praxis Educativa (INNOVAGOGÍA 2022) - 25 al 27 de mayo, Madrid, (2022)
Uso de metodologías de aprendizaje invertido para resolución de la parte práctica en asignaturas del grado de ingeniería informática,
, XX Congreso Internacional de Investigación Educativa (14-17 de junio), Santiago de Compostela, (2022)
A cellular-based evolutionary approach for the extraction of emerging patterns in massive data streams,
, Expert Systems with Applications, Volume 183, Issue C, p.115419, (2021)
2021-Garcia-ESWA.pdf (1.29 MB)

Clustering: Un paquete R para facilitar el análisis de algoritmos de agrupamiento,
, Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence, (2021)
2021 - CAEPIA - Clustering.pdf (484.99 KB)

E2PAMEA: un algoritmo evolutivo para la extraccióni eficiente de patrones emergentes difusos en entornos big data,
, Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence, (2021)
2021 - CAEPIA - E2PM.pdf (173.29 KB)

FEPDS: Una propuesta para la extracción de patrones emergentes difusos en flujos continuos de datos,
, Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence, (2021)
2021 - CAEPIA - FEPDS.pdf (173.43 KB)

Implementation of Data Stream Classification Neural Network Models Over Big Data Platforms,
, International Work-Conference on Artificial Neural Networks (IWANN 2021), p.272–280, (2021)
A Preliminary Many Objective Approach for Extracting Fuzzy Emerging Patterns,
, 15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020), Volume 1268, p.100, (2020)
2020 - SOCO.pdf (184.72 KB)

An analysis of technological frameworks for data streams,
, Progress in Artificial Intelligence, 06/2020, Volume 9, p.239–261, (2020)
E2PAMEA: A fast evolutionary algorithm for extracting fuzzy emerging patterns in big data environments,
, Neurocomputing, 11/2020, Volume 415, p.60-73, (2020)
1-s2.0-S0925231220311139-main.pdf (927.85 KB)

FEPDS: A Proposal for the Extraction of Fuzzy Emerging Patterns in Data Streams,
, IEEE Transactions on Fuzzy Systems, 12/2020, Volume 28, Issue 12, p. 3193-3203, (2020)
09088291.pdf (1.29 MB)

A Big Data Approach for the Extraction of Fuzzy Emerging Patterns,
, Cognitive Computation, 01/2019, Volume 11, p.400–417, (2019)
García-Vico2019_Article_ABigDataApproachForTheExtracti.pdf (1.1 MB)

Study on the use of different quality measures within a multi-objective evolutionary algorithm approach for emerging pattern mining in big data environments,
, Big Data Analytics, Volume 4, Number 1, p.1, (2019)
Análisis preliminar de marcos tecnológicos en data stream,
, II Workshop en Big Data y análisis de datos escalable, 10, Granada (España), p.1117-1122, (2018)
Improvement of subgroup descriptions in noisy data by detecting exceptions,
, Progress in Artificial Intelligence, Volume 7, Issue 1, p.55-64, (2018)
2017-Gzlez-PRAI.pdf (371.57 KB)

MOEA-EFEP: Multi-Objective Evolutionary Algorithm for Extracting Fuzzy Emerging Patterns,
, IEEE Transaction on Fuzzy Systems, Volume 26, Issue 5, p.2861-2872, (2018)
MOEA-EFEP: Un algoritmo evolutivo multi-objetivo para la extracción de patrones emergentes difusos,
, Proc. of the XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (XVIII CAEPIA), p.671-672, (2018)
2018_Garcia_MAEB.pdf (67.49 KB)

Una primera aproximación para la extracción de patrones emergentes en flujos continuos de datos,
, Proc. of the XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (XVIII CAEPIA), Mejor trabajo del II Workshop en Big Data y Análisis de Datos Escalable - BigDADE 2018, p.1093-1098, (2018)
2018_Garcia_BigDADE.pdf (129.48 KB)

A First Approach to Handle Emergining Patterns Mining on Big Data Problems: The EvAEFP-Spark Algorithm,
, Proc. of the 2017 IEEE International Conference on Fuzzy Systems, p.1-6, (2017)
2017-Garcia-FuzzIEEE.pdf (383.81 KB)

Impact of the Type of Rule in Fuzzy Emerging Pattern Mining on a Big Data Approach,
, Proc. of the II International symposium on Fuzzy and Rough Sets (ISFUROS 2017), (2017)
2017-Garcia-ISFUROS.pdf (317.55 KB)

MEFASD-BD: Multi-Objective Evolutionary Algorithm for Subgroup Discovery in Big Data Environments - A MapReduce Solution,
, Knowledge-Based Systems, Volume 117, p.70-78, (2017)
Minería de Patrones Emergentes: Una oportunidad para la extracción evolutiva de conocimiento,
, XI Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB 2016), (2016)
2016-Garcia-EPMReview.pdf (240.75 KB)

Subgroup Discovery with Evolutionary Fuzzy Systems in R: the SDEFSR Package,
, The R Journal, Volume 8, Issue 2, p.307-323, (2016)
2016-Garcia-RJournal.pdf (2.56 MB)

A fuzzy genetic programming-based algorithm for subgroup discovery and the application to one problem of pathogenesis of acute sore throat conditions in humans,
, Information Sciences, Volume 298, p.180-197, (2015)
2015-Carmona-INS.pdf (814.28 KB)

Análisis descriptivo mediante aprendizaje supervisado basado en patrones emergentes,
, VII Simposio de Teoría y Aplicaciones de Minería de Datos, p.685-694, (2015)
2015 - TAMIDA-a.pdf (251.88 KB)

FuGePSD: Fuzzy Genetic Programming-based algorithm for Subgroup Discovery,
, 16th World Congress of the International Fuzzy Systems Association and 9th Conference of the European Society for Fuzzy Logic and Technology, p.1-8, (2015)
2015 - IFSA-EUSFLAT - CoreB.pdf (889.5 KB)

Una primera aproximación al descubrimiento de subgrupos bajo el paradigma MapReduce,
, 1er Workshop en Big Data y Análisis de Datos Escalable, p.991-1000, (2015)
2015 - BD.pdf (374.17 KB)

Usando Algoritmos de Descubrimiento de Subgrupos en R: El Paquete SDR,
, VII Simposio de Teoría y Aplicaciones de Minería de Datos, p.739-748, (2015)
2015 - TAMIDA-b.pdf (335 KB)

Overview on evolutionary subgroup discovery: analysis of the suitability and potential of the search performed by evolutionary algorithms,
, WIREs Data Mining and Knowledge Discovery, Volume 4, Number 2, p.87-103, (2014)
2014-Carmona-WIRE-DMKD.pdf (958.42 KB)

An evolutionary fuzzy system for the detection of exceptions in subgroup discovery,
, International Fuzzy Systems Applications World Congress (IFSA), July, Edmonton (Canada), p.74-79, (2013)
2013 - IFSA.pdf (1.94 MB)

MEFES: An evolutionary proposal for the detection of exceptions in subgroup discovery. An application to Concentrating Photovoltaic Technology,
, Knowledge-Based Systems, Volume 54, p.73-85, (2013)
2013-Carmona-KBS.pdf (1.25 MB)

Un sistema difuso evolutivo para la detección de excepciones en descubrimiento de subgrupos,
, XV Conferencia de la Asociación Española para la Inteligencia Artificial, September, Madrid (Spain), p.1220-1229, (2013)
2013 - LFSC.pdf (984.32 KB)

A preliminary study on missing data imputation in evolutionary fuzzy systems of subgroup discovery,
, IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), June, Brisbane (Australia), p.1-7, (2012)
2012 - FUZZIEEE.pdf (1.63 MB)

Ajuste genético lateral de las etiquetas lingüísticas en descubrimiento de subgrupos,
, XVI Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF), February, Valladolid (Spain), p.271-276, (2012)
2012 - ESTYLF.pdf (3.43 MB)

An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery,
, Expert Systems with Applications, Volume 39, p.11404-11412, (2012)
2012-Carmona-ESWA-II.pdf (468.94 KB)

Genetic lateral tuning for subgroup discovery with fuzzy rules using the algorithm NMEEF-SD,
, International Journal of Computational Intelligence Systems, Volume 5, Number 2, p.355-367, (2012)
2012-Carmona-IJCIS.pdf (747.67 KB)

An overview on Subgroup Discovery: Foundations and Applications,
, Knowledge and Information Systems, Volume 29, Number 3, p.495-525, (2011)
2011-Herrera-KAIS.pdf (553.73 KB)

Analysis of the Impact of Using Different Diversity Functions for the Subgroup Discovery Algorithm NMEEF-SD,
, 5th International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS), April, Paris (France), p.17-23, (2011)
2011 - GEFS.pdf (6.67 MB)

Evolutionary Fuzzy Rule Extraction for Subgroup Discovery in a Psychiatric Emergency Department,
, Soft Computing, Volume 15, Number 12, p.2435-2448, (2011)
2011-Carmona-SoCo.pdf (280.17 KB)

On the discovery of association rules by means of evolutionary algorithms,
, Wiley Interdisc. Rew.: Data Mining and Knowledge Discovery, 09, Volume 1, Number 5, p.397-415, (2011)
Subgroup discovery in an e-learning usage study based on Moodle,
, International Conference on EUropean Transnational Education (ICEUTE), October, Salamanca (Spain), p.26-31, (2011)
2011 - ICEUTE.pdf (153.86 KB)

Evolutionary algorithms for subgroup discovery applied to e-learning data,
, IEEE EDUCON, April, Madrid (Spain), p.983-990, (2010)
2010 - IEEEEDUCON.pdf (125.61 KB)

NMEEF-SD: Non-dominated Multi-objective Evolutionary algorithm for Extracting Fuzzy rules in Subgroup Discovery,
, IEEE Transactions on Fuzzy Systems, Volume 18, Number 5, p.958-970, (2010)
2010-Carmona-TFS.pdf (457.11 KB)

An analysis of evolutionary algorithms with different types of fuzzy rules in subgroup discovery,
, IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), August, ICC Jeju, Jeju Island, Korea, p.1706-1711, (2009)
2009 - FUZZIEEE.pdf (192.81 KB)

Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data,
, Expert Systems with Applications, Volume 36, p.1632-1644, (2009)
Modelo predictivo colaborativo de apoyo al diagnóstico en servicio de urgencias psiquiátricas,
, Revista Ibérica de Sistemas y Tecnologías de la información, Volume 4, Number 4, p.29-42, (2009)
Non-dominated Multi-objective Evolutionary Algorithm Based on Fuzzy Rules Extraction for Subgroup Discovery,
, Proceedings of the Fourth International Conference on Hybrid Artificial Intelligence Systems (HAIS), June, Volume 5572, Salamanca (Spain), p.573-580, (2009)
2009 - HAIS.pdf (166.16 KB)

Aplicación de un algoritmo de extracción de reglas difusas para minería de uso web,
, XIV Congreso Español de Tecnologías y Lógica Difusa (ESTYLF), September, Langreo-Mieres (Spain), (2008)
2008a - ESTYLF.pdf (455.19 KB)

Influencia de la granularidad y de las medidas de calidad en SDIGA,
, XIV Congreso Español de Tecnologías y Lógica Difusa( ESTYLF), September, Langreo-Mieres (Spain), (2008)
2008b - ESTYLF.pdf (338.36 KB)

Subgroup Discovery with Linguistic Rules,
, Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, Berlin, Heidelberg, p.411–430, (2008)
Aplicación de Algoritmos Evolutivos de Descubrimiento de Subgrupos en e-Learning: un Caso de Estudio,
, V Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB), Tenerife (Spain), p.493-500, (2007)
Evolutionary fuzzy rule induction process for subgroup discovery: a case study in marketing,
, IEEE Transactions on Fuzzy Systems, Volume 15, Number 4, p.578-592, (2007)
Multiobjective genetic algorithm for extractiong subgroup discovery fuzzy rules,
, 2007 IEEE Symposium on Computational Intelligence in Multicriteria Decision Making (IEEE MCDM), Honolulu (USA), p.50-57, (2007)
Multiobjective Evolutionary Induction of Subgroup Discovery Fuzzy Rules: A Case Study in Marketing,
, 6th Industrial Conference on Data Mining (ICDM), Volume 4065, Leipzig (Germany), p.337-349, (2006)
Evolutionary Induction of Descriptive Rules in a Market Problem,
, Intelligent Data Mining. Techniques and Applications, Studies in Computational Intelligence, Volume 5, p.267-292, (2005)
Inducción evolutiva multiobjetivo de reglas de descripción de subgrupos en un problema de marketing,
, IV Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB), Granada (Spain), p.661-669, (2005)
Multiobjective evolutionary induction of subgroup discovery rules in a market problem,
, 2nd International Conference on Machine Intelligence (ACIDCA-ICMI), Tozeur (Tunisia), p.610-617, (2005)
Algoritmo Evolutivo de Extracción de reglas de Asociación aplicado a un problema de marketing,
, III Congreso Español de Metaheurísticas, Algoritmos Evolutivos y Bioinspirados(MAEB), Córdoba (Spain), p.102-104, (2004)
Extacción de conocimiento con algoritmos evolutivos y reglas difusas,
, Introducción a la minería de datos, p.383-420, (2004)
Extracción de reglas DNF difusas en un problema de marketing,
, XII Congreso Español de Tecnologías y Lógica Difusa(ESTYLF), Jaén (Spain), p.351-356, (2004)
Extracción Evolutiva de Reglas de Asociación en un Servicio de Urgencias Psiquiátricas,
, II Congreso español sobre Metaheurísticas, Algoritmos evolutivos y bioinspirados(MAEB), Gijón(Spain), p.548-555, (2003)
Modelos Evolutivos de Extracción de Conocimiento en Aplicaciones Médicas: Enfermedad de Parkinson y Urgencias PSiquiátricas,
, Workshop de Minería de Datos y Aprendizaje Automático, 01, Santander (España), (2002)
La asignatura de planificación de sistemas informáticos en ingeniería técnica en informática de gestión.,
, Jenui, 01, Alcala de Henares (España), (2000)
Presentación de TCL-TK para el desarrollo de aplicaciones por parte de usuarios no expertos en programación,
, Jornadas científicas andaluzas en tecnología de la información, Cádiz (España), (1998)