2022
|
Al-Twijri, M; Luna, J M; Herrera, F; Ventura, S Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns Journal Article Cognitive Computation, pp. 1-22, 2022. Links | BibTeX | Tags: Bioinspired Algorithms, Data Science, Educational Data Mining, Educational Recommender Systems, Evolutionary Algorithms, Genetic Algorithms, Metaheuristics, Pattern Mining @article{AlTwijri2022,
title = {Course Recommendation based on Sequences: An Evolutionary Search of Emerging Sequential Patterns},
author = {Al-Twijri, M. and Luna, J. M. and Herrera, F. and Ventura, S.},
url = {https://link.springer.com/article/10.1007/s12559-022-10015-5},
year = {2022},
date = {2022-01-01},
journal = {Cognitive Computation},
pages = {1-22},
publisher = {Springer US},
keywords = {Bioinspired Algorithms, Data Science, Educational Data Mining, Educational Recommender Systems, Evolutionary Algorithms, Genetic Algorithms, Metaheuristics, Pattern Mining},
pubstate = {published},
tppubtype = {article}
}
|
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}
}
|
Maqsood, R; Ceravolo, P; Romero, C; Ventura, S Modeling and predicting students’ engagement behaviors using mixture Markov models Journal Article Knowledge and Information Systems, pp. 1-36, 2022. Links | BibTeX | Tags: Data Science, Educational Data Mining, Educational Recommender Systems, Supervised Learning @article{Maqsood2022,
title = {Modeling and predicting students’ engagement behaviors using mixture Markov models},
author = {Maqsood, R. and Ceravolo, P. and Romero, C. and Ventura, S.},
url = {https://link.springer.com/article/10.1007/s10115-022-01674-9},
year = {2022},
date = {2022-01-01},
journal = {Knowledge and Information Systems},
pages = {1-36},
publisher = {Springer London},
keywords = {Data Science, Educational Data Mining, Educational Recommender Systems, Supervised Learning},
pubstate = {published},
tppubtype = {article}
}
|
2020
|
Romero, C; Ventura, S Educational data mining and learning analytics: An updated survey Journal Article Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, pp. e1355, 2020. Links | BibTeX | Tags: Data Science, Educational Data Mining, Educational Recommender Systems, Predicting Student Performance @article{romero2020educational,
title = {Educational data mining and learning analytics: An updated survey},
author = {Romero, C. and Ventura, S.},
url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/widm.1355},
doi = {10.1002/widm.1355},
year = {2020},
date = {2020-01-01},
journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
pages = {e1355},
keywords = {Data Science, Educational Data Mining, Educational Recommender Systems, Predicting Student Performance},
pubstate = {published},
tppubtype = {article}
}
|
Esteban, A; Zafra, A; Romero, C Helping university students to choose elective courses by using a hybrid multi-criteria recommendation system with genetic optimization Journal Article Knowledge-Based Systems, 194 , pp. 105385, 2020. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems, Genetic Algorithms, Metaheuristics @article{Esteban2020,
title = {Helping university students to choose elective courses by using a hybrid multi-criteria recommendation system with genetic optimization},
author = {Esteban, A. and Zafra, A. and Romero, C.},
url = {https://www.sciencedirect.com/science/article/pii/S0950705119306306},
doi = {10.1016/j.knosys.2019.105385},
year = {2020},
date = {2020-01-01},
journal = {Knowledge-Based Systems},
volume = {194},
pages = {105385},
publisher = {Elsevier},
keywords = {Educational Data Mining, Educational Recommender Systems, Genetic Algorithms, Metaheuristics},
pubstate = {published},
tppubtype = {article}
}
|
2019
|
Espejo, P G; Gibaja, E; Menéndez, V H; Zapata, A; Romero, C Improving Multi-Label Classification for Learning Objects Categorization by Taking into Consideration Usage Information Journal Article Journal of Universal Computer Science, 25 (13), pp. 1687–1716, 2019. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{espejo2019improving,
title = {Improving Multi-Label Classification for Learning Objects Categorization by Taking into Consideration Usage Information},
author = {Espejo, P. G. and Gibaja, E. and Men'{e}ndez, V. H. and Zapata, A. and Romero, C.},
url = {http://www.jucs.org/doi?doi=10.3217/jucs-025-13-1687},
doi = {10.3217/jucs-025-13-1687},
year = {2019},
date = {2019-01-01},
journal = {Journal of Universal Computer Science},
volume = {25},
number = {13},
pages = {1687--1716},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
2018
|
Esteban, A; Zafra, A; Romero, C A hybrid multi-criteria approach using a genetic algorithm for recommending courses to university students Inproceedings Proceedings of the 11th International Conference on Educational Data Mining, EDM 2018, 2018. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{Esteban2018,
title = {A hybrid multi-criteria approach using a genetic algorithm for recommending courses to university students},
author = {Esteban, A. and Zafra, A. and Romero, C.},
url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85062778498&partnerID=40&md5=d45a8662c04df6c64b127f7c8ac1c03d},
year = {2018},
date = {2018-01-01},
booktitle = {Proceedings of the 11th International Conference on Educational Data Mining, EDM 2018},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
López-Zambrano, J; Martinez, J A; Rojas, J; Romero, C A tool for preprocessing moodle data sets Inproceedings Proceedings of the 11th International Conference on Educational Data Mining, Buffalo, NY, USA, pp. 15–18, 2018. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{lopez2018toolb,
title = {A tool for preprocessing moodle data sets},
author = {L\'{o}pez-Zambrano, J. and Martinez, J. A. and Rojas, J. and Romero, C.},
url = {http://educationaldatamining.org/EDM2018/wp-content/uploads/sites/2/2018/07/EDM-Program-2018.pdf},
year = {2018},
date = {2018-01-01},
booktitle = {Proceedings of the 11th International Conference on Educational Data Mining, Buffalo, NY, USA},
pages = {15--18},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2016
|
Romero, C; Cerezo, R; Espino, J A; Bermudez, M Using Android Wear for Avoiding Procrastination Behaviours in MOOCs Inproceedings Proceedings of the Third ACM Conference on Learning @ Scale, L@S 2016, Edinburgh, Scotland, UK, April 25 - 26, 2016, pp. 193–196, 2016. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{Romero-2016-LS,
title = {Using Android Wear for Avoiding Procrastination Behaviours in MOOCs},
author = {Romero, C. and Cerezo, R. and Espino, J. A. and Bermudez, M.},
url = {http://doi.acm.org/10.1145/2876034.2893412},
doi = {10.1145/2876034.2893412},
year = {2016},
date = {2016-01-01},
booktitle = {Proceedings of the Third ACM Conference on Learning @ Scale, L@S 2016, Edinburgh, Scotland, UK, April 25 - 26, 2016},
pages = {193--196},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Zapata, A; Menéndez, V H; Romero, C; Prieto, M E Meta-learning for predicting the best vote aggregation method: Case study in collaborative searching of LOs Inproceedings Proceedings of the 9th International Conference on Educational Data Mining, EDM 2016, Raleigh, North Carolina, USA, June 29 - July 2, 2016, pp. 656–657, 2016. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{Zapata-2016-EDM,
title = {Meta-learning for predicting the best vote aggregation method: Case study in collaborative searching of LOs},
author = {Zapata, A. and Men'{e}ndez, V. H. and Romero, C. and Prieto, M. E.},
url = {http://www.educationaldatamining.org/EDM2016/proceedings/paper_9.pdf},
year = {2016},
date = {2016-01-01},
booktitle = {Proceedings of the 9th International Conference on Educational Data Mining, EDM 2016, Raleigh, North Carolina, USA, June 29 - July 2, 2016},
pages = {656--657},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2015
|
Tang, T Y; Daniel, B K; Romero, C Recommender systems in social and online learning environments Journal Article Expert Systems, 32 (2), pp. 261–263, 2015. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{DBLP:journals/es/TangDR15,
title = {Recommender systems in social and online learning environments},
author = {Tang, T. Y. and Daniel, B. K. and Romero, C.},
url = {http://dx.doi.org/10.1111/exsy.12058},
doi = {10.1111/exsy.12058},
year = {2015},
date = {2015-01-01},
journal = {Expert Systems},
volume = {32},
number = {2},
pages = {261--263},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
Zapata, A; Menéndez, V H; Prieto, M E; Romero, C Evaluation and selection of group recommendation strategies for collaborative searching of learning objects Journal Article Int. J. Hum.-Comput. Stud., 76 , pp. 22–39, 2015. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{DBLP:journals/iJ.,
title = {Evaluation and selection of group recommendation strategies for collaborative searching of learning objects},
author = {Zapata, A. and Men'{e}ndez, V. H. and Prieto, M. E. and Romero, C.},
url = {http://dx.doi.org/10.1016/j.ijhcs.2014.12.002},
doi = {10.1016/j.ijhcs.2014.12.002},
year = {2015},
date = {2015-01-01},
journal = {Int. J. Hum.-Comput. Stud.},
volume = {76},
pages = {22--39},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
Zapata, A; Menéndez, V H; Prieto, M E; Romero, C Evaluation and selection of group recommendation strategies for collaborative searching of learning objects Journal Article International Journal of Human Computer Studies, 76 , pp. 22-39, 2015. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{Zapata-2015-IJHCS,
title = {Evaluation and selection of group recommendation strategies for collaborative searching of learning objects},
author = {Zapata, A. and Men'{e}ndez, V. H. and Prieto, M. E. and Romero, C.},
url = {http://dx.doi.org/10.1016/j.ijhcs.2014.12.002},
doi = {10.1016/j.ijhcs.2014.12.002},
year = {2015},
date = {2015-01-01},
journal = {International Journal of Human Computer Studies},
volume = {76},
pages = {22-39},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
2014
|
Bogarín, A; Romero, C; Cerezo, R; Sánchez-Santillán, M Clustering for improving Educational process mining Inproceedings ACM International Conference Proceeding Series, pp. 11-15, 2014. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{Bogarin-2014-ACM,
title = {Clustering for improving Educational process mining},
author = {Bogar\^{i}n, A. and Romero, C. and Cerezo, R. and S\'{a}nchez-Santill\'{a}n, M.},
url = {http://dx.doi.org/10.1145/2567574.2567604},
doi = {10.1145/2567574.2567604},
year = {2014},
date = {2014-01-01},
booktitle = {ACM International Conference Proceeding Series},
pages = {11-15},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
Bogarín, A; Romero, C; Cerezo, R; Sánchez-Santillán, M Clustering for improving educational process mining Inproceedings Learning Analytics and Knowledge Conference 2014, LAK'14, Indianapolis, IN, USA, March 24-28, 2014, pp. 11–15, 2014. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{DBLP:conf/lak/BogarinRCS14,
title = {Clustering for improving educational process mining},
author = {Bogar\^{i}n, A. and Romero, C. and Cerezo, R. and S\'{a}nchez-Santill\'{a}n, M.},
url = {http://doi.acm.org/10.1145/2567574.2567604},
doi = {10.1145/2567574.2567604},
year = {2014},
date = {2014-01-01},
booktitle = {Learning Analytics and Knowledge Conference 2014, LAK'14, Indianapolis, IN, USA, March 24-28, 2014},
pages = {11--15},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2013
|
Zapata, A; Menéndez, V H; Prieto, M E; Romero, C A framework for recommendation in learning object repositories: An example of application in civil engineering Journal Article Advances in Engineering Software, 56 , pp. 1-14, 2013. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{Zapata-2013-AES,
title = {A framework for recommendation in learning object repositories: An example of application in civil engineering},
author = {Zapata, A. and Men'{e}ndez, V. H. and Prieto, M. E. and Romero, C.},
url = {http://dx.doi.org/10.1016/j.advengsoft.2012.10.005},
doi = {10.1016/j.advengsoft.2012.10.005},
year = {2013},
date = {2013-01-01},
journal = {Advances in Engineering Software},
volume = {56},
pages = {1-14},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
2011
|
Zapata, A; Menendez, V H; Prieto, M E; Romero, C Using data mining in a recommender system to search for learning objects in repositories Inproceedings Proceedings of the 4th International Conference on Educational Data Mining, EDM'11, pp. 321-322, 2011. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @inproceedings{Zapata-Gonzalez-2011-EDM,
title = {Using data mining in a recommender system to search for learning objects in repositories},
author = {Zapata, A. and Menendez, V. H. and Prieto, M. E. and Romero, C.},
url = {http://educationaldatamining.org/EDM2011/wp-content/uploads/proc/edm2011_poster4_Zapata-Gonzalez.pdf},
year = {2011},
date = {2011-01-01},
booktitle = {Proceedings of the 4th International Conference on Educational Data Mining, EDM'11},
pages = {321-322},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
2009
|
Romero, C; Ventura, S; Zafra, A; De Bra, P Applying Web usage mining for personalizing hyperlinks in Web-based adaptive educational systems Journal Article Computers & Education, 53 (3), pp. 828–840, 2009. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{DBLP:journals/ce/RomeroVZB09,
title = {Applying Web usage mining for personalizing hyperlinks in Web-based adaptive educational systems},
author = {Romero, C. and Ventura, S. and Zafra, A. and De Bra, P.},
url = {http://dx.doi.org/10.1016/j.compedu.2009.05.003},
doi = {10.1016/j.compedu.2009.05.003},
year = {2009},
date = {2009-01-01},
journal = {Computers & Education},
volume = {53},
number = {3},
pages = {828--840},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|
García, E; Romero, C; Ventura, S; de Castro, C An architecture for making recommendations to courseware authors using association rule mining and collaborative filtering Journal Article User Model. User-Adapt. Interact., 19 (1-2), pp. 99–132, 2009. Links | BibTeX | Tags: Educational Data Mining, Educational Recommender Systems @article{DBLP:journals/umuai/GarciaRVC09,
title = {An architecture for making recommendations to courseware authors using association rule mining and collaborative filtering},
author = {Garc\^{i}a, E. and Romero, C. and Ventura, S. and de Castro, C.},
url = {http://dx.doi.org/10.1007/s11257-008-9047-z},
doi = {10.1007/s11257-008-9047-z},
year = {2009},
date = {2009-01-01},
journal = {User Model. User-Adapt. Interact.},
volume = {19},
number = {1-2},
pages = {99--132},
keywords = {Educational Data Mining, Educational Recommender Systems},
pubstate = {published},
tppubtype = {article}
}
|