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2019

Cano, A; Krawczyk, B

Evolving Rule-Based Classifiers with Genetic Programming on GPUs for Drifting Data Streams Journal Article

Pattern Recognition, 87 , pp. 248-268, 2019.

Links | BibTeX | Tags: Classification, Classification Rules, Genetic Programming, GP-GPU, Grammar-Based Genetic Programming

2018

Barbudo, R; Romero, J R; Ventura, S

Aprendizaje automático con programación genética gramatical para la detección de patrones de diseño Inproceedings

Conferencia de la Asociaci'on Espa~nola para la Inteligencia Artificial - XI Congreso Espa~nol sobre Metaheur'isticas, Algoritmos Evolutivos y Bioinspirados (CAEPIA 2018), 2018.

Links | BibTeX | Tags: Classification Rules, Evolutionary Algorithms, Grammar-Based Genetic Programming, Software Design and Development

Luna, J M; M., Pechenizkiy; del J., Jesus M; Ventura, S

Mining Context-Aware Association Rules Using Grammar-Based Genetic Programming Journal Article

IEEE Trans. Cybernetics, 48 (11), pp. 3030–3044, 2018.

Links | BibTeX | Tags: Association Rule Mining, Grammar-Based Genetic Programming, Pattern Mining

Padillo, F; Luna, J M; F., Herrera; Ventura, S

Mining association rules on Big Data through MapReduce genetic programming Journal Article

Integrated Computer-Aided Engineering, 25 (1), pp. 31–48, 2018.

Links | BibTeX | Tags: Association Rule Mining, Grammar-Based Genetic Programming, Hadoop, Pattern Mining, Scalability, Spark

2017

García-Martínez, C; Ventura, S

Multi-view semi-supervised learning using genetic programming interpretable classification rules Inproceedings

Proceedings of the IEEE Congress on Evolutionary Computation, pp. 573-579, San Sebastian, Spain, 2017.

BibTeX | Tags: Classification Rules, Grammar-Based Genetic Programming, Multi-view Learning

Bardudo, R; Ramírez, A; Romero, J R; Ventura, S

Descubrimiento de patrones de diseño basado en buenas prácticas: modelo y discusión Inproceedings

XXII Jornadas en Ingeniería del Software y Bases de Datos (JISBD'17), 2017.

Links | BibTeX | Tags: Evolutionary Algorithms, Grammar-Based Genetic Programming, Pattern Mining, Search-based Software Engineering

Padillo, F; Luna, J M; Ventura, S

An evolutionary algorithm for mining rare association rules: A Big Data approach Inproceedings

2017 IEEE Congress on Evolutionary Computation, CEC 2017, Donostia, San Sebastián, Spain, June 5-8, 2017, pp. 2007–2014, 2017.

Links | BibTeX | Tags: Association Rule Mining, Big Data Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Hadoop, Pattern Mining, Spark, Unsupervised Learning

Luna, J M; Pechenizkiy, M; del Jesus, M J; Ventura, S

Mining Context-Aware Association Rules Using Grammar-Based Genetic Programming Journal Article

IEEE Transactions on Cybernetics, 99 (PP), pp. 1-15, 2017.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Barbudo, R; Ramírez, A; Romero, J R; Ventura, S

Descubrimiento de patrones de diseño basado en buenas prácticas: modelo y discusión Inproceedings

Actas de XXII Jornadas en Ingenier'ia del Software y Bases de Datos (JISBD'17), 2017.

Links | BibTeX | Tags: Evolutionary Algorithms, Grammar-Based Genetic Programming, Software Design and Development

2016

Luna, J M; Padillo, F; Ventura, S

Minería de reglas de asociación excepcionales extraídas con algoritmos evolutivos Inproceedings

XI Congreso Espa~nol sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'16), pp. 127-136, 2016, ISBN: 978-84-9012-632-5.

BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Pechenizkiy, M; Ventura, S

Mining exceptional relationships with grammar-guided genetic programming Journal Article

Knowledge and Information Systems, 47 (3), pp. 571–594, 2016.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Padillo, F; Luna, J M; Ventura, S; Herrera, F

Algoritmo de programación genética gramatical para la extracción de reglas de asociación en Big Data usando el paradigma MapReduce Inproceedings

XI Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'16), pp. 137-148, 2016, ISBN: 978-84-9012-632-5.

BibTeX | Tags: Association Rule Mining, Big Data Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Hadoop, Pattern Mining, Scalability, Spark, Unsupervised Learning

Ventura, S; Luna, J M

Pattern Mining with Evolutionary Algorithms Book

Springer, 2016, ISBN: 978-3-319-33857-6.

Links | BibTeX | Tags: Ant Programming, Association Rule Mining, Bioinspired algorithms, Evolutionary Algorithms, Genetic Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Multi-objective Optimization, Pattern Mining, Subgroup Discovery, Unsupervised Learning

2015

Luna, J M; Cano, A; Ventura, S

Genetic Programming for Mining Association Rules in Relational Database Environments Incollection

Handbook of Genetic Programming Applications, pp. 431-450, Springer International Publishing, 2015, ISBN: 978-3-319-20882-4.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, C; Romero, J R; Ventura, S

An evolutionary algorithm for the discovery of rare class association rules in learning management systems Journal Article

Applied Intelligence, 42 (3), pp. 501-513, 2015.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Cano, A; Ventura, S

An Evolutionary Self-Adaptive Algorithm for Mining Association Rules Incollection

Data Mining: Principles, Applications and Emerging Challenges, Nova Publishers, 2015, ISBN: 978-1-63463-770-1.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Sanchez, J A; Luna, J M; Ventura, S

Modelo de Reglas de Asociación para el Diagnóstico de Prestaciones en el Servicio Público de Empleo Estatal Inproceedings

X Congreso Español sobre Metaheurísticas and Algoritmos Evolutivos y Bioinspirados, pp. 119-126, 2015.

BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

2014

Luna, J M; Romero, J R; Romero, C; Ventura, S

Reducing gaps in quantitative association rules: a genetic programming free-parameter algorithm Journal Article

Integrated Computer Aided Engineering, 21 (4), pp. 321-337, 2014.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, J R; Ventura, S

On the adaptability of G3PARM to the extraction of rare association rules Journal Article

Knowledge and Information Systems, 38 (2), pp. 391-418, 2014.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, J R; Romero, C; Ventura, S

On the Use of Genetic Programming for Mining Comprehensible Rules in Subgroup Discovery Journal Article

IEEE Transactions on Cybernetics, 44 (12), pp. 2329-2341, 2014, ISSN: 2168-2267.

Links | BibTeX | Tags: Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Subgroup Discovery

2013

Luna, J M; Romero, J R; Ventura, S

Grammar-based multi-objective algorithms for mining association rules Journal Article

Data and Knowledge Engineering, 86 , pp. 19-37, 2013.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Multi-objective Optimization, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, J R; Romero, C; Ventura, S

Discovering Subgroups by means of Genetic Programming Inproceedings

Proceedings of the 16th European Conference on Genetic Programming, pp. 121-132, Vienna, Austria, 2013.

Links | BibTeX | Tags: Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Subgroup Discovery

Luna, J M; Romero, C; Romero, J R; Ventura, S

Extracción de reglas de asociación frecuentes en bases de datos relacionales Inproceedings

IX Congreso Español sobre Metaheurísticas and Algoritmos Evolutivos y Bioinspirados, pp. 753-762, Madrid, España, 2013.

BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

2012

Luna, J M; Romero, J R; Ventura, S

Design and behavior study of a grammar-guided genetic programming algorithm for mining association rules Journal Article

Knowledge and Information Systems, 32 (1), pp. 53-76, 2012.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, J R; Romero, C; Ventura, S

A genetic programming free-parameter algorithm for mining association rules Inproceedings

Proceedings of the 12th International Conference on Intelligent Systems Design and Applications, pp. 64-69, Kochi, India, 2012.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Olmo, J L; Romero, J R; Ventura, S

Minería de reglas de asociación poco frecuentes con programación genética Inproceedings

VIII Congreso Español sobre Metaheurísticas and Algoritmos Evolutivos y Bioinspirados, pp. 181-188, Albacete, España, 2012.

BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Ramírez, A; Luna, J M; Romero, J R; Ventura, S

Detección de intrusos con reglas de asociación: un estudio preliminar Inproceedings

VIII Congreso Español sobre Metaheurísticas and Algoritmos Evolutivos y Bioinspirados, pp. 235-242, Albacete, España, 2012.

BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining

Zafra, A; Ventura, S

Multi-instance genetic programming for predicting student performance in web based educational environments Journal Article

Applied Soft Computing Journal, 12 (8), pp. 2693-2706, 2012.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Predicting Student Performance

Zafra, A; Ventura, S

Multi-objective approach based on grammar-guided genetic programming for solving multiple instance problems Journal Article

Soft Computing, 16 (6), pp. 955-977, 2012.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

2011

Luna, J M; Romero, J R; Ventura, S

Mining and Representing Rare Association Rules through the Use of Genetic Programming Inproceedings

Proceedings of the 3rd World Congress on Nature and Biologically Inspired Computing, pp. 86-91, Salamanca, Spain, 2011.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Zafra, A; Gibaja, E; Ventura, S

Multiple instance learning with multiple objective genetic programming for web mining Journal Article

Applied Soft Computing Journal, 11 (1), pp. 93-102, 2011.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

2010

Luna, J M; Romero, J R; Ventura, S

G3PARM: A Grammar Guided Genetic Programming Algorithm for Mining Association Rules Inproceedings

Proceedings of the IEEE Congress on Evolutionary Computation, pp. 2586–2593, Barcelona, Spain, 2010.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Luna, J M; Romero, J R; Ventura, S

Analysis of the Effectiveness of G3PARM Algorithm Inproceedings

Proceedings of the 5th International Conference on Hybrid Artificial Intelligent Systems, pp. 27-34, San Sebastian, Spain, 2010.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning

Zafra, A; Ventura, S

Grammar guided genetic programming for multiple instance learning: An experimental study Inproceedings

pp. 925-931, 2010.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Ventura, S

G3P-MI: A genetic programming algorithm for multiple instance learning Journal Article

Information Sciences, 180 (23), pp. 4496-4513, 2010.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

2009

Zafra, A

Multi-Instance Learning with MultiObjective Genetic Programming Incollection

Wang, J (Ed.): Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), pp. 1372–1379, IGI Global, 2009, ISBN: 9781605660103.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

Zafra, A; Romero, C; Ventura, S

Predicting Academic Achievement Using Multiple Instance Genetic Programming Inproceedings

Ninth International Conference on Intelligent Systems Design and Applications, ISDA 2009, Pisa, Italy , November 30-December 2, 2009, pp. 1120–1125, IEEE Computer Society, 2009, ISBN: 978-0-7695-3872-3.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Predicting Student Performance

Zafra, A; Romero, C; Ventura, S; Herrera-Viedma, E

Multi-instance genetic programming for web index recommendation Journal Article

Expert Syst. Appl., 36 (9), pp. 11470–11479, 2009.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning

Zafra, A; Ventura, S

A Comparison of Multi-objective Grammar-Guided Genetic Programming Methods to Multiple Instance Learning Inproceedings

Corchado, E; Wu, X; Oja, E; Herrero, A; Baruque, B (Ed.): Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, pp. 450–458, Springer, 2009, ISBN: 978-3-642-02318-7.

Links | BibTeX | Tags: Grammar-Based Genetic Programming, Multi-instance Learning, Multi-objective Optimization

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