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2018

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

Apriori Versions Based on MapReduce for Mining Frequent Patterns on Big Data Journal Article

IEEE Trans. Cybernetics, 48 (10), pp. 2851–2865, 2018.

Links | BibTeX | Tags: Association Rule Mining, Big Data Mining, Hadoop, Pattern Mining, Scalability, Spark

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

Ventura, S; Luna, J M

Supervised Descriptive Pattern Mining Book

Springer, 2018, ISBN: 978-3-319-98139-0.

Links | BibTeX | Tags: Association Rule Mining, Pattern Mining, Subgroup Discovery

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

Djenouri, Y; Djenouri, D; Belhadi, A; Cano, A

Exploiting GPU and Cluster Parallelism in Single Scan Frequent Itemset Mining Journal Article

Information Sciences, In press , 2018.

Links | BibTeX | Tags: GP-GPU, Pattern Mining, Scalability

Luna, J M; Ondra, M; Fardoun, H M; Ventura, S

Optimization of quality measures in association rule mining: an empirical study Journal Article

International Journal of Computational Intelligence Systems, 12 (1), pp. 59–78, 2018.

Links | BibTeX | Tags: Association Rule Mining, Evolutionary Algorithms, Pattern Mining, Unsupervised Learning

Luna, J M; Reyes, O; del Jesus, M J; Ventura, S

Reglas de Asociacion en Datos Multi-Instancia mediante Programacion Genética Gramatical Inproceedings

IX Simposio Teoría y Aplicaciones de Minería de Datos, CAEPIA-2018, Granada, España, pp. 815–820, 2018.

BibTeX | Tags: Evolutionary Algorithms, Genetic Programming, Multi-instance Learning, Pattern Mining

2017

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

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

Exhaustive search algorithms to mine subgroups on Big Data using Apache Spark Journal Article

Progress in Artificial Intelligence, 6 (2), pp. 145–158, 2017.

Links | BibTeX | Tags: Big Data Mining, Hadoop, Pattern Mining, Spark, Subgroup Discovery

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

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

Apriori Versions Based on MapReduce for Mining Frequent Patterns on Big Data Journal Article

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

Links | BibTeX | Tags: Association Rule Mining, Big Data Mining, Hadoop, Pattern Mining, Spark, Unsupervised Learning

2016

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

Subgroup discovery on Big Data: exhaustive methodologies using Map-Reduce Inproceedings

Proceedings of the 2016 IEEE Trustcom/BigDataSE/ISPA, pp. 1684–1691, Tianjin, China, 2016.

Links | BibTeX | Tags: Big Data Mining, Pattern Mining, Scalability, Spark, Subgroup Discovery

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; Cano, A; Sakalauskas, V; Ventura, S

Discovering useful patterns from multiple instance data Journal Article

Information Science, 357 , pp. 23–38, 2016.

Links | BibTeX | Tags: Association Rule Mining, Multi-instance Learning, Pattern Mining, Unsupervised Learning

Luna, J M

Pattern mining: current status and emerging topics Journal Article

Progress in Artificial Intelligence, 5 (3), pp. 165–170, 2016.

Links | BibTeX | Tags: 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

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

Speeding-Up Association Rule Mining With Inverted Index Compression Journal Article

IEEE Transactions on Cybernetics, 46 (12), pp. 3059-3072, 2016.

Links | BibTeX | Tags: Association Rule Mining, Big Data Mining, 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

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

Búsquedas exhaustivas de subgrupos con MapReduce en Big Data Inproceedings

VIII Simposio Teoría y Aplicaciones de Minería de Datos (TAMIDA'16), pp. 779-788, 2016, ISBN: 978-84-9012-632-5.

BibTeX | Tags: Big Data Mining, Pattern Mining, Scalability, Spark

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

Minería de patrones en Big Data Inproceedings

VIII Simposio Teoría y Aplicaciones de Minería de Datos (TAMIDA'16), pp. 769-778, 2016, ISBN: 978-84-9012-632-5.

BibTeX | Tags: Association Rule Mining, Big Data Mining, Hadoop, Pattern Mining, Scalability, 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

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

High performance evaluation of evolutionary-mined association rules on GPUs Journal Article

The Journal of Supercomputing, 66 (3), pp. 1438-1461, 2013.

Links | BibTeX | Tags: Association Rule Mining, GP-GPU, Pattern Mining

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

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

Mining association rules with single and multi-objective grammar guided ant programming Journal Article

Integrated Computer-Aided Engineering, 20 (3), pp. 217-234, 2013.

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

Romero, C; Zafra, A; Luna, J M; Ventura, S

Association rule mining using genetic programming to provide feedback to instructors from multiple-choice quiz data Journal Article

Expert Systems, 30 (2), pp. 162-172, 2013.

Links | BibTeX | Tags: Educational Data Mining, Pattern Mining

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

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

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

Association Rule Mining using a Multi-Objective Grammar-Based Ant Programming Algorithm Inproceedings

Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, pp. 971-977, Cordoba, Spain, 2011.

Links | BibTeX | Tags: Association Rule Mining, Bioinspired algorithms, Evolutionary Algorithms, Multi-objective Optimization, Pattern Mining, Unsupervised Learning

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

RM-Tool: A framework for discovering and evaluating association rules Journal Article

Advances in Engineering Software, 42 (8), pp. 566-576, 2011.

Links | BibTeX | Tags: Association Rule Mining, Pattern Mining, Software Design and Development

2010

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

Mining Rare Association Rules from e-Learning Data Inproceedings

Proceedings of the 3rd International Conference on Educational Data Mining, pp. 171–180, Pittsburgh, PA, USA, 2010.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining, Pattern Mining, Unsupervised Learning

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

An intruder detection approach based on infrequent rating pattern mining Inproceedings

Proceedings of the 10th International Conference on Intelligent Systems Design and Applications, pp. 682–688, Cairo, Egypt, 2010.

Links | BibTeX | Tags: Pattern Mining

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