2022
|
Esteban, A; Zafra, A; Ventura, S Data mining in predictive maintenance systems: A taxonomy and systematic review Journal Article Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, pp. e1471, 2022. Links | BibTeX | Tags: Anomaly Detection, Data Science, Feature Selection, Predictive Maintenance, Supervised Learning, Unsupervised Learning @article{esteban2022data,
title = {Data mining in predictive maintenance systems: A taxonomy and systematic review},
author = {Esteban, A. and Zafra, A. and Ventura, S.},
url = {https://wires.onlinelibrary.wiley.com/doi/10.1002/widm.1471},
doi = {10.1002/widm.1471},
year = {2022},
date = {2022-01-01},
journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
pages = {e1471},
publisher = {Wiley Online Library},
keywords = {Anomaly Detection, Data Science, Feature Selection, Predictive Maintenance, Supervised Learning, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
Ramírez, A; Romero, J M Synergies between artificial intelligence and software engineering: evolution and trends Incollection Virvou, M; Tsihrintzis, G A; Bourbakis, N G; Jain, L C (Ed.): Handbook on Artificial Intelligence-Empowered Applied Software Engineering, 1 , Springer, 2022. BibTeX | Tags: Deep Learning, Search-based Software Engineering, Software analytics, Supervised Learning, Unsupervised Learning @incollection{ramirez2022chapter1,
title = {Synergies between artificial intelligence and software engineering: evolution and trends},
author = {Ram\^{i}rez, A. and Romero, J. M.},
editor = {Virvou, M. and Tsihrintzis, G. A. and Bourbakis, N. G. and Jain, L. C.},
year = {2022},
date = {2022-01-01},
booktitle = {Handbook on Artificial Intelligence-Empowered Applied Software Engineering},
volume = {1},
publisher = {Springer},
keywords = {Deep Learning, Search-based Software Engineering, Software analytics, Supervised Learning, Unsupervised Learning},
pubstate = {published},
tppubtype = {incollection}
}
|
Ramírez, A; Miranda, B Foundations of Machine Learning for Software Engineering Incollection Romero, J R; Chicano, F; Medina-Bulo, I (Ed.): Optimising the software development process with artificial intelligence, Springer, 2022. BibTeX | Tags: Classification, Clustering, Data Preprocessing, Deep Learning, Software analytics, Supervised Learning, Unsupervised Learning @incollection{ramirez2022chapter2,
title = {Foundations of Machine Learning for Software Engineering},
author = {Ram\^{i}rez, A. and Miranda, B.},
editor = {Romero, J. R. and Chicano, F. and Medina-Bulo, I.},
year = {2022},
date = {2022-01-01},
booktitle = {Optimising the software development process with artificial intelligence},
publisher = {Springer},
keywords = {Classification, Clustering, Data Preprocessing, Deep Learning, Software analytics, Supervised Learning, Unsupervised Learning},
pubstate = {published},
tppubtype = {incollection}
}
|
2020
|
Esteban, A; Zafra, A; Ventura, S A Preliminary Study on Evolutionary Clustering for Multiple Instance Learning Inproceedings pp. 1-8, IEEE, 2020. Links | BibTeX | Tags: Multi-instance Learning, Unsupervised Learning @inproceedings{Esteban2020b,
title = {A Preliminary Study on Evolutionary Clustering for Multiple Instance Learning},
author = {Esteban, A. and Zafra, A. and Ventura, S.},
url = {https://ieeexplore.ieee.org/abstract/document/9185588/},
year = {2020},
date = {2020-01-01},
pages = {1-8},
publisher = {IEEE},
keywords = {Multi-instance Learning, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Hassan, S; Aljohani, N; Shabbir, M; Ali, U; Iqbal, S; Sarwar, R; Martínez-Cámara, E; Ventura, S; Herrera, F Tweet Coupling: a social media methodology for clustering scientific publications Journal Article Scientometrics, pp. 1-19, 2020. Links | BibTeX | Tags: Clustering, Data Science, Unsupervised Learning @article{Hassan2020bb,
title = {Tweet Coupling: a social media methodology for clustering scientific publications},
author = {Hassan, S. and Aljohani, N. and Shabbir, M. and Ali, U. and Iqbal, S. and Sarwar, R. and Mart\^{i}nez-C\'{a}mara, E. and Ventura, S. and Herrera, F.},
url = {https://link.springer.com/content/pdf/10.1007/s11192-020-03499-1.pdf},
year = {2020},
date = {2020-01-01},
journal = {Scientometrics},
pages = {1-19},
publisher = {Springer},
keywords = {Clustering, Data Science, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
2018
|
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 @article{DBLP:journals/ijcisys/LunaOFV18,
title = {Optimization of quality measures in association rule mining: an empirical study},
author = {Luna, J. M. and Ondra, M. and Fardoun, H. M. and Ventura, S.},
url = {https://www.atlantis-press.com/journals/ijcis/25905182},
year = {2018},
date = {2018-01-01},
journal = {International Journal of Computational Intelligence Systems},
volume = {12},
number = {1},
pages = {59--78},
keywords = {Association Rule Mining, Evolutionary Algorithms, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
2017
|
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 @inproceedings{PadilloLV17,
title = {An evolutionary algorithm for mining rare association rules: A Big Data approach},
author = {Padillo, F. and Luna, J. M. and Ventura, S.},
url = {https://doi.org/10.1109/CEC.2017.7969547},
doi = {10.1109/CEC.2017.7969547},
year = {2017},
date = {2017-01-01},
booktitle = {2017 IEEE Congress on Evolutionary Computation, CEC 2017, Donostia, San Sebasti\'{a}n, Spain, June 5-8, 2017},
pages = {2007--2014},
keywords = {Association Rule Mining, Big Data Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Hadoop, Pattern Mining, Spark, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @article{LunaIEEE17,
title = {Mining Context-Aware Association Rules Using Grammar-Based Genetic Programming},
author = {Luna, J. M. and Pechenizkiy, M. and del Jesus, M. J. and Ventura, S.},
doi = {10.1109/TCYB.2017.2750919},
year = {2017},
date = {2017-01-01},
journal = {IEEE Transactions on Cybernetics},
volume = {99},
number = {PP},
pages = {1-15},
keywords = {Association Rule Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{LunaIEEE17b,
title = {Apriori Versions Based on MapReduce for Mining Frequent Patterns on Big Data},
author = {Luna, J. M. and Padillo, F. and Pechenizkiy, M. and Ventura, S.},
doi = {10.1109/TCYB.2017.2751081},
year = {2017},
date = {2017-01-01},
journal = {IEEE Transactions on Cybernetics},
volume = {99},
number = {PP},
pages = {1-15},
keywords = {Association Rule Mining, Big Data Mining, Hadoop, Pattern Mining, Spark, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @inproceedings{Luna:MAEB16:16,
title = {Miner\^{i}a de reglas de asociaci\'{o}n excepcionales extra\^{i}das con algoritmos evolutivos},
author = {Luna, J. M. and Padillo, F. and Ventura, S.},
isbn = {978-84-9012-632-5},
year = {2016},
date = {2016-01-01},
booktitle = {XI Congreso Espa~nol sobre Metaheur\^{i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB'16)},
pages = {127-136},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @article{Luna0SV16,
title = {Discovering useful patterns from multiple instance data},
author = {Luna, J. M. and Cano, A. and Sakalauskas, V. and Ventura, S.},
url = {http://dx.doi.org/10.1016/j.ins.2016.04.007},
doi = {10.1016/j.ins.2016.04.007},
year = {2016},
date = {2016-01-01},
journal = {Information Science},
volume = {357},
pages = {23--38},
keywords = {Association Rule Mining, Multi-instance Learning, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{LunaPRAI16,
title = {Pattern mining: current status and emerging topics},
author = {Luna, J. M.},
url = {http://dx.doi.org/10.1007/s13748-016-0090-4},
doi = {10.1007/s13748-016-0090-4},
year = {2016},
date = {2016-01-01},
journal = {Progress in Artificial Intelligence},
volume = {5},
number = {3},
pages = {165--170},
keywords = {Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{LunaPV16,
title = {Mining exceptional relationships with grammar-guided genetic programming},
author = {Luna, J. M. and Pechenizkiy, M. and Ventura, S.},
url = {http://dx.doi.org/10.1007/s10115-015-0859-y},
doi = {10.1007/s10115-015-0859-y},
year = {2016},
date = {2016-01-01},
journal = {Knowledge and Information Systems},
volume = {47},
number = {3},
pages = {571--594},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{LunaSpeedingUp,
title = {Speeding-Up Association Rule Mining With Inverted Index Compression},
author = {Luna, J. M. and Cano, A. and Pechenizkiy, M. and Ventura, S.},
url = {http://dx.doi.org/ 10.1109/TCYB.2015.2496175},
doi = {10.1109/TCYB.2015.2496175},
year = {2016},
date = {2016-01-01},
journal = {IEEE Transactions on Cybernetics},
volume = {46},
number = {12},
pages = {3059-3072},
keywords = {Association Rule Mining, Big Data Mining, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @inproceedings{Padillo:MAEB16:16,
title = {Algoritmo de programaci\'{o}n gen'{e}tica gramatical para la extracci\'{o}n de reglas de asociaci\'{o}n en Big Data usando el paradigma MapReduce},
author = {Padillo, F. and Luna, J. M. and Ventura, S. and Herrera, F.},
isbn = {978-84-9012-632-5},
year = {2016},
date = {2016-01-01},
booktitle = {XI Congreso Espa\~{n}ol sobre Metaheur\^{i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB'16)},
pages = {137-148},
keywords = {Association Rule Mining, Big Data Mining, Evolutionary Algorithms, Grammar-Based Genetic Programming, Hadoop, Pattern Mining, Scalability, Spark, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{Padillo:TAMIDA16:16,
title = {Miner\^{i}a de patrones en Big Data},
author = {Padillo, F. and Luna, J. M. and Ventura, S.},
isbn = {978-84-9012-632-5},
year = {2016},
date = {2016-01-01},
booktitle = {VIII Simposio Teor\^{i}a y Aplicaciones de Miner\^{i}a de Datos (TAMIDA'16)},
pages = {769-778},
keywords = {Association Rule Mining, Big Data Mining, Hadoop, Pattern Mining, Scalability, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @book{VenturaL16,
title = {Pattern Mining with Evolutionary Algorithms},
author = {Ventura, S. and Luna, J. M.},
url = {http://dx.doi.org/10.1007/978-3-319-33858-3},
doi = {10.1007/978-3-319-33858-3},
isbn = {978-3-319-33857-6},
year = {2016},
date = {2016-01-01},
publisher = {Springer},
keywords = {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},
pubstate = {published},
tppubtype = {book}
}
|
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 @incollection{Gandomi:2015,
title = {Genetic Programming for Mining Association Rules in Relational Database Environments},
author = {Luna, J. M. and Cano, A. and Ventura, S.},
url = {http://link.springer.com/chapter/10.1007%2F978-3-319-20883-1_17},
isbn = {978-3-319-20882-4},
year = {2015},
date = {2015-01-01},
booktitle = {Handbook of Genetic Programming Applications},
pages = {431-450},
publisher = {Springer International Publishing},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {incollection}
}
|
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 @article{Luna-2015-APIN,
title = {An evolutionary algorithm for the discovery of rare class association rules in learning management systems},
author = {Luna, J. M. and Romero, C. and Romero, J. R. and Ventura, S.},
url = {http://dx.doi.org/10.1007/s10489-014-0603-4},
doi = {10.1007/s10489-014-0603-4},
year = {2015},
date = {2015-01-01},
journal = {Applied Intelligence},
volume = {42},
number = {3},
pages = {501-513},
keywords = {Association Rule Mining, Educational Data Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @incollection{Luna-2015-Book,
title = {An Evolutionary Self-Adaptive Algorithm for Mining Association Rules},
author = {Luna, J. M. and Cano, A. and Ventura, S.},
url = {https://www.novapublishers.com/catalog/product_info.php?products_id=53111},
isbn = {978-1-63463-770-1},
year = {2015},
date = {2015-01-01},
booktitle = {Data Mining: Principles, Applications and Emerging Challenges},
publisher = {Nova Publishers},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {incollection}
}
|
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 @inproceedings{Sanchez-2015-MAEB,
title = {Modelo de Reglas de Asociaci\'{o}n para el Diagn\'{o}stico de Prestaciones en el Servicio P\'{u}blico de Empleo Estatal},
author = {Sanchez, J. A. and Luna, J. M. and Ventura, S.},
year = {2015},
date = {2015-01-01},
booktitle = {X Congreso Espa\~{n}ol sobre Metaheur\^{i}sticas and Algoritmos Evolutivos y Bioinspirados},
pages = {119-126},
series = {MAEB'15},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @article{Luna-2014-ICAE,
title = {Reducing gaps in quantitative association rules: a genetic programming free-parameter algorithm},
author = {Luna, J. M. and Romero, J. R. and Romero, C. and Ventura, S.},
url = {http://iospress.metapress.com/content/4170361m2628p781/},
doi = {10.3233/ICA-140467},
year = {2014},
date = {2014-01-01},
journal = {Integrated Computer Aided Engineering},
volume = {21},
number = {4},
pages = {321-337},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{Luna-2014-KAIS,
title = {On the adaptability of G3PARM to the extraction of rare association rules},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://dx.doi.org/10.1007/s10115-012-0591-9},
doi = {10.1007/s10115-012-0591-9},
year = {2014},
date = {2014-01-01},
journal = {Knowledge and Information Systems},
volume = {38},
number = {2},
pages = {391-418},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{Luna-2013-DKE,
title = {Grammar-based multi-objective algorithms for mining association rules},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://dx.doi.org/10.1016/j.datak.2013.01.002},
doi = {10.1016/j.datak.2013.01.002},
year = {2013},
date = {2013-01-01},
journal = {Data and Knowledge Engineering},
volume = {86},
pages = {19-37},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Multi-objective Optimization, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @inproceedings{Luna-2013-MAEB,
title = {Extracci\'{o}n de reglas de asociaci\'{o}n frecuentes en bases de datos relacionales},
author = {Luna, J. M. and Romero, C. and Romero, J. R. and Ventura, S.},
year = {2013},
date = {2013-01-01},
booktitle = {IX Congreso Espa\~{n}ol sobre Metaheur\^{i}sticas and Algoritmos Evolutivos y Bioinspirados},
pages = {753-762},
address = {Madrid, Espa\~{n}a},
series = {MAEB'13},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @article{Olmo-2013-ICAE,
title = {Mining association rules with single and multi-objective grammar guided ant programming},
author = {Olmo, J. L. and Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://dx.doi.org/10.3233/ICA-130430},
doi = {10.3233/ICA-130430},
year = {2013},
date = {2013-01-01},
journal = {Integrated Computer-Aided Engineering},
volume = {20},
number = {3},
pages = {217-234},
keywords = {Ant Programming, Association Rule Mining, Bioinspired algorithms, Evolutionary Algorithms, Multi-objective Optimization, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @article{Luna:2012,
title = {Design and behavior study of a grammar-guided genetic programming algorithm for mining association rules},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://link.springer.com/article/10.1007/s10115-011-0419-z},
doi = {10.1007/s10115-011-0419-z},
year = {2012},
date = {2012-01-01},
journal = {Knowledge and Information Systems},
volume = {32},
number = {1},
pages = {53-76},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
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 @inproceedings{Luna-2012-ISDA,
title = {A genetic programming free-parameter algorithm for mining association rules},
author = {Luna, J. M. and Romero, J. R. and Romero, C. and Ventura, S.},
url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6416514},
doi = {10.1109/ISDA.2012.6416514},
year = {2012},
date = {2012-01-01},
booktitle = {Proceedings of the 12th International Conference on Intelligent Systems Design and Applications},
pages = {64-69},
address = {Kochi, India},
series = {ISDA'12},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{Luna-2012-MAEB,
title = {Miner\^{i}a de reglas de asociaci\'{o}n poco frecuentes con programaci\'{o}n gen'{e}tica},
author = {Luna, J. M. and Olmo, J. L. and Romero, J. R. and Ventura, S.},
year = {2012},
date = {2012-01-01},
booktitle = {VIII Congreso Espa\~{n}ol sobre Metaheur\^{i}sticas and Algoritmos Evolutivos y Bioinspirados},
pages = {181-188},
address = {Albacete, Espa\~{n}a},
series = {MAEB'12},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{Luna-2011-NABIC,
title = {Mining and Representing Rare Association Rules through the Use of Genetic Programming},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6089422},
doi = {10.1109/NaBIC.2011.6089422},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings of the 3rd World Congress on Nature and Biologically Inspired Computing},
pages = {86-91},
address = {Salamanca, Spain},
series = {NaBIC 2011},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{Olmo-2011-ISDA,
title = {Association Rule Mining using a Multi-Objective Grammar-Based Ant Programming Algorithm},
author = {Olmo, J. L. and Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6121784},
doi = {10.1109/ISDA.2011.6121784},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings of the 11th International Conference on Intelligent Systems Design and Applications},
pages = {971-977},
address = {Cordoba, Spain},
series = {ISDA'11},
keywords = {Association Rule Mining, Bioinspired algorithms, Evolutionary Algorithms, Multi-objective Optimization, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{2010-EDM-RARE,
title = {Mining Rare Association Rules from e-Learning Data},
author = {Romero, C. and Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://educationaldatamining.org/EDM2010/uploads/proc/edm2010_submission_14.pdf},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings of the 3rd International Conference on Educational Data Mining},
pages = {171--180},
address = {Pittsburgh, PA, USA},
series = {EDM 2010},
keywords = {Association Rule Mining, Educational Data Mining, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{G3PARM:2010,
title = {G3PARM: A Grammar Guided Genetic Programming Algorithm for Mining Association Rules},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=5586504},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings of the IEEE Congress on Evolutionary Computation},
pages = {2586--2593},
address = {Barcelona, Spain},
series = {IEEE CEC 2010},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
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 @inproceedings{Luna-2010-HAIS,
title = {Analysis of the Effectiveness of G3PARM Algorithm},
author = {Luna, J. M. and Romero, J. R. and Ventura, S.},
url = {http://link.springer.com/chapter/10.1007%2F978-3-642-13803-4_4},
doi = {10.1007/978-3-642-13803-4_4},
year = {2010},
date = {2010-01-01},
booktitle = {Proceedings of the 5th International Conference on Hybrid Artificial Intelligent Systems},
pages = {27-34},
address = {San Sebastian, Spain},
series = {HAIS'10},
keywords = {Association Rule Mining, Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Unsupervised Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|