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2018

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

2017

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

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

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

2014

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; 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

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