2022
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Luna, J M; Fardoun, H M; Padillo, F; Romero, C; Ventura, S Subgroup discovery in MOOCs: a big data application for describing different types of learners Journal Article Interactive Learning Environments, 30 (1), pp. 127–145, 2022. Links | BibTeX | Tags: Big Data, Big Data Mining, Data Science, Educational Data Mining, Educational Recommender Systems, Pattern Mining, Spark, Subgroup Discovery @article{luna2022subgroup,
title = {Subgroup discovery in MOOCs: a big data application for describing different types of learners},
author = {Luna, J. M. and Fardoun, H. M. and Padillo, F. and Romero, C. and Ventura, S.},
url = {https://www.tandfonline.com/doi/abs/10.1080/10494820.2019.1643742},
doi = {10.1080/10494820.2019.1643742},
year = {2022},
date = {2022-01-01},
journal = {Interactive Learning Environments},
volume = {30},
number = {1},
pages = {127--145},
publisher = {Taylor & Francis},
keywords = {Big Data, Big Data Mining, Data Science, Educational Data Mining, Educational Recommender Systems, Pattern Mining, Spark, Subgroup Discovery},
pubstate = {published},
tppubtype = {article}
}
|
2019
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Luna, J M; Fardoun, H M; Padillo, F; Romero, C; Ventura, S Subgroup discovery in MOOCs: a big data application for describing different types of learners Journal Article Interactive Learning Environments, pp. 1-13, 2019, ISBN: 17445191. Links | BibTeX | Tags: Big Data Mining, Educational Data Mining, Hadoop, Spark, Subgroup Discovery @article{Luna2019b,
title = {Subgroup discovery in MOOCs: a big data application for describing different types of learners},
author = {Luna, J. M. and Fardoun, H. M. and Padillo, F. and Romero, C. and Ventura, S.},
url = {https://www.tandfonline.com/doi/abs/10.1080/10494820.2019.1643742},
doi = {10.1080/10494820.2019.1643742},
isbn = {17445191},
year = {2019},
date = {2019-01-01},
journal = {Interactive Learning Environments},
pages = {1-13},
keywords = {Big Data Mining, Educational Data Mining, Hadoop, Spark, Subgroup Discovery},
pubstate = {published},
tppubtype = {article}
}
|
Luna, J M; Carmona, C J; García-Vico, A M; {Del Jesus}, M J; Ventura, S Subgroup discovery on multiple instance data Journal Article International Journal of Computational Intelligence Systems, 12 (2), pp. 1602–1612, 2019, ISSN: 18756883. Links | BibTeX | Tags: Metaheuristics, Multi-instance Learning, Pattern Mining, Subgroup Discovery @article{Luna2019bb,
title = {Subgroup discovery on multiple instance data},
author = {Luna, J. M. and Carmona, C. J. and Garc\^{i}a-Vico, A. M. and {Del Jesus}, M. J. and Ventura, S.},
url = {https://www.atlantis-press.com/journals/ijcis/125927212/view},
doi = {10.2991/ijcis.d.191213.001},
issn = {18756883},
year = {2019},
date = {2019-01-01},
journal = {International Journal of Computational Intelligence Systems},
volume = {12},
number = {2},
pages = {1602--1612},
keywords = {Metaheuristics, Multi-instance Learning, Pattern Mining, Subgroup Discovery},
pubstate = {published},
tppubtype = {article}
}
|
2018
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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 @book{VenturaL18,
title = {Supervised Descriptive Pattern Mining},
author = {Ventura, S. and Luna, J. M.},
url = {https://doi.org/10.1007/978-3-319-98140-6},
doi = {10.1007/978-3-319-98140-6},
isbn = {978-3-319-98139-0},
year = {2018},
date = {2018-01-01},
publisher = {Springer},
keywords = {Association Rule Mining, Pattern Mining, Subgroup Discovery},
pubstate = {published},
tppubtype = {book}
}
|
2017
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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 @article{PadilloLV17b,
title = {Exhaustive search algorithms to mine subgroups on Big Data using Apache Spark},
author = {Padillo, F. and Luna, J. M. and Ventura, S.},
doi = {10.1007/s13748-017-0112-x},
year = {2017},
date = {2017-01-01},
journal = {Progress in Artificial Intelligence},
volume = {6},
number = {2},
pages = {145--158},
keywords = {Big Data Mining, Hadoop, Pattern Mining, Spark, Subgroup Discovery},
pubstate = {published},
tppubtype = {article}
}
|
2016
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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 @inproceedings{Padillo:BigDataSE16:16,
title = {Subgroup discovery on Big Data: exhaustive methodologies using Map-Reduce},
author = {Padillo, F. and Luna, J. M. and Ventura, S.},
url = {http://dx.doi.org/10.1109/TrustCom/BigDataSE/ISPA.2016.256},
doi = {10.1109/TrustCom/BigDataSE/ISPA.2016.256},
year = {2016},
date = {2016-08-01},
booktitle = {Proceedings of the 2016 IEEE Trustcom/BigDataSE/ISPA},
pages = {1684--1691},
address = {Tianjin, China},
keywords = {Big Data Mining, Pattern Mining, Scalability, Spark, Subgroup Discovery},
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}
}
|
2014
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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 @article{LunaSD:2014,
title = {On the Use of Genetic Programming for Mining Comprehensible Rules in Subgroup Discovery},
author = {Luna, J. M. and Romero, J. R. and Romero, C. and Ventura, S.},
url = {http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6756991},
doi = {10.1109/TCYB.2014.2306819},
issn = {2168-2267},
year = {2014},
date = {2014-01-01},
journal = {IEEE Transactions on Cybernetics},
volume = {44},
number = {12},
pages = {2329-2341},
keywords = {Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Subgroup Discovery},
pubstate = {published},
tppubtype = {article}
}
|
2013
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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 @inproceedings{Luna-2013-EUROGP,
title = {Discovering Subgroups by means of Genetic Programming},
author = {Luna, J. M. and Romero, J. R. and Romero, C. and Ventura, S.},
url = {http://link.springer.com/chapter/10.1007%2F978-3-642-37207-0_11},
doi = {10.1007/978-3-642-37207-0_11},
year = {2013},
date = {2013-01-01},
booktitle = {Proceedings of the 16th European Conference on Genetic Programming},
pages = {121-132},
address = {Vienna, Austria},
series = {EuroGP'13},
keywords = {Evolutionary Algorithms, Genetic Programming, Grammar-Based Genetic Programming, Pattern Mining, Subgroup Discovery},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2011
|
Carmona, C J; González, P; del Jesús, M J; Ventura, S Subgroup discovery in an e-learning usage study based on Moodle Inproceedings Proceedings of the 7th International Conference on Next Generation Web Services Practices, NWeSP'11, pp. 446-451, 2011. Links | BibTeX | Tags: Educational Data Mining, Subgroup Discovery @inproceedings{Carmona-2011-NWESP,
title = {Subgroup discovery in an e-learning usage study based on Moodle},
author = {Carmona, C. J. and Gonz\'{a}lez, P. and del Jes\'{u}s, M. J. and Ventura, S.},
url = {http://dx.doi.org/10.1109/NWeSP.2011.6088221},
doi = {10.1109/NWeSP.2011.6088221},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings of the 7th International Conference on Next Generation Web Services Practices, NWeSP'11},
pages = {446-451},
keywords = {Educational Data Mining, Subgroup Discovery},
pubstate = {published},
tppubtype = {inproceedings}
}
|