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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

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

Cano, A; Ventura, S; Cios, K J

Multi-Objective Genetic Programming for Feature Extraction and Data Visualization Journal Article

Soft Computing, 21 (8), pp. 2069–2089, 2017.

Links | BibTeX | Tags: Classification, Genetic Programming

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

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

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

A Classification Module for Genetic Programming Algorithms in JCLEC Journal Article

Journal of Machine Learning Research, 16 , pp. 491-494, 2015.

Links | BibTeX | Tags: Classification, Genetic Programming

Pinheiro, D; Cano, A; Ventura, S

Synthesis of In-Place Iterative Sorting Algorithms Using GP: A Comparison Between STGP, SFGP, G3P and GE Inproceedings

Proceedings of the 17th Portuguese Conference on Artificial Intelligence, pp. 305–310, 2015.

BibTeX | Tags: Genetic Programming

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

Cano, A; Ventura, S

GPU-parallel SubTree interpreter for genetic programming Inproceedings

Proceedings of the Conference on Genetic and Evolutionary Computation, GECCO'14, pp. 887-893, 2014.

Links | BibTeX | Tags: Genetic Programming, GP-GPU

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; Zafra, A; Gibaja, E; Ventura, S

A grammar-guided genetic programming algorithm for multi-label classification Journal Article

7831 LNCS , pp. 217-228, 2013.

Links | BibTeX | Tags: Classification, Genetic Programming, Multi-label Learning

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

Cano, A; Zafra, A; Ventura, S

Speeding up the evaluation phase of GP classification algorithms on GPUs Journal Article

Soft Computing, 16 (2), pp. 187-202, 2012.

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

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

Ventura, S

Genetic Programming: New Approaches and Successful Applications Book

1st, InTech, 2012, ISBN: 978-953-51-0809-2.

Links | BibTeX | Tags: Genetic Programming

2011

Cano, A; Zafra, A; Ventura, S

A parallel genetic programming algorithm for classification Inproceedings

Proceedings of the 6th International Conference on Hybrid Artificial Intelligent Systems, HAIS'11, pp. 172-181, 2011.

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

Cano, A; Zafra, A; Ventura, S

An EP algorithm for learning highly interpretable classifiers Inproceedings

Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, ISDA'11, pp. 325-330, 2011.

Links | BibTeX | Tags: Classification, Classification Rules, Genetic Programming

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

2010

Cano, A; Zafra, A; Ventura, S

Solving classification problems using genetic programming algorithms on GPUs Inproceedings

Proceedings of the 5th International Conference on Hybrid Artificial Intelligent Systems, HAIS'10, pp. 17-26, 2010.

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

Espejo, P G; Ventura, S; Herrera, F

A survey on the application of genetic programming to classification Journal Article

IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews, 40 (2), pp. 121-144, 2010.

Links | BibTeX | Tags: Classification, Genetic Programming

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