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2017

Luna, J M; Castro, C; Romero, C

MDM tool: A data mining framework integrated into Moodle Journal Article

Computer Applications in Engineering Education, 25 (1), pp. 90–102, 2017.

Links | BibTeX | Tags: Data Mining Software, Data Science, Educational Data Mining

Romero, C; Ventura, S

Educational data science in massive open online courses Journal Article

WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 7 (1), pp. 1-12, 2017.

Links | BibTeX | Tags: Data Science, Educational Data Mining

Bogarín, A; Cerezo, R; Romero, C

A survey on educational process mining Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 2017.

Links | BibTeX | Tags: Educational Data Mining

2016

Márquez-Vera, C; Cano, A; Romero, C; Noaman, A Y; Mousa Fardoun, H; Ventura, S

Early dropout prediction using data mining: a case study with high school students Journal Article

Expert Systems, 33 (1), pp. 107–124, 2016.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Fuentes-Alventosa, J; Romero, C; García-Martínez, C; Ventura, S

Predicción de la aceptación o rechazo de las calificaciones finales propuestas por el alumnado usando técnicas de Minería de Datos Inproceedings

Actas de las XXII Jornadas sobre la Enseñanza Universitaria de la Informática (JENUI 2016), pp. 201–208, 2016, ISBN: 9788416642304.

Links | BibTeX | Tags: Classification, Educational Data Mining, Predicting Student Performance, Supervised Learning

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

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

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

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

Olmo, J L; Romero, C; Gibaja, E; Ventura, S

Improving Meta-learning for Algorithm Selection by Using Multi-label Classification: A Case of Study with Educational Data Sets Journal Article

Int. J. Computational Intelligence Systems, 8 (6), pp. 1144–1164, 2015.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

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

Jiménez, M A; Luna, J M; Romero, C; Ventura, S

Discovering clues to avoid middle school failure at early stages Inproceedings

Proceedings of the 5th International Conference on Learning Analytics and Knowledge, pp. 300-304, 2015, ISBN: 978-1-4503-3417-4.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

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

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

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

Fuentes-Alventosa, J; Romero, C; García-Martínez, C; Ventura, S

Accepting or Rejecting Students' Self-grading in Their Final Marks by using Data Mining Inproceedings

International Conference on Educational Data Mining (EDM'14), pp. 327–328, 2014.

Links | BibTeX | Tags: Classification, Educational Data Mining, Predicting Student Performance, Supervised Learning

Romero, C; Romero, J R; Ventura, S

A survey on pre-processing educational data Journal Article

Studies in Computational Intelligence, 524 , pp. 29-64, 2014.

Links | BibTeX | Tags: Data Preprocessing, Educational Data Mining

2013

Jiménez, M A; Luna, J M; Ventura, S

EDM para la detección precoz del fracaso escolar en secundaria Inproceedings

VI Simposio de Teoría y Aplicaciones de Minería de Datos, pp. 1353-1362, Madrid, España, 2013.

BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Márquez-Vera, C; Cano, A; Romero, C; Ventura, S

Predicting student failure at school using genetic programming and different data mining approaches with high dimensional and imbalanced data Journal Article

Applied Intelligence, 38 (3), pp. 315-330, 2013.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Márquez-Vera, C; Romero, C; Ventura, S

Predicting school failure and dropout by using data mining techniques Journal Article

Revista Iberoamericana de Tecnologias del Aprendizaje, 8 (1), pp. 7-14, 2013.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Romero, C; López, M I; Luna, J M; Ventura, S

Predicting students' final performance from participation in on-line discussion forums Journal Article

Computers and Education, 68 , pp. 458-472, 2013.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Romero, C; Espejo, P G; Zafra, A; Romero, J R; Ventura, S

Web usage mining for predicting final marks of students that use Moodle courses Journal Article

Computer Applications in Engineering Education, 21 (1), pp. 135-146, 2013.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Romero, C; Zafra, A; Luna, J M; Ventura, S

Association rule mining using genetic programming to provide feedback to instructors from multiple-choice quiz data Journal Article

Expert Systems, 30 (2), pp. 162-172, 2013.

Links | BibTeX | Tags: Educational Data Mining, Pattern Mining

Romero, C; Ventura, S

Data mining in education Journal Article

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 3 (1), pp. 12-27, 2013.

Links | BibTeX | Tags: Educational Data Mining

Zafra, A; Romero, C; Ventura, S

DRAL: A tool for discovering relevant e-activities for learners Journal Article

Knowledge and Information Systems, 36 (1), pp. 211-250, 2013.

Links | BibTeX | Tags: Educational Data Mining, Multi-instance Learning

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

2012

López, M I; Luna, J M; Romero, C; Ventura, S

Classification via clustering for predicting final marks based on student participation in forums Inproceedings

Proceedings of the 5th International Conference on Educational Data Mining, pp. 148-151, Chania, Greece, 2012.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

Molina, M M; Luna, J M; Romero, C; Ventura, S

Meta-learning approach for automatic parameter tuning: A case study with educational datasets Inproceedings

Proceedings of the 5th International Conference on Educational Data Mining, pp. 180-183, Chania, Greece, 2012.

Links | BibTeX | Tags: Educational Data Mining

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

García, E; Romero, C; Ventura, S; de Castro, C

A collaborative educational association rule mining tool Journal Article

Internet and Higher Education, 14 (2), pp. 77-88, 2011.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining

Menendez-Dominguez, V H; Zapata, A; Prieto, M E; Romero, C; Serrano-Guerrero, J

A similarity-based approach to enhance learning objects management systems Inproceedings

Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, ISDA'11, pp. 996-1001, 2011.

Links | BibTeX | Tags: Educational Data Mining

Pedraza-Perez, R; Romero, C; Ventura, S

A java desktop tool for mining moodle data Inproceedings

Proceedings of the 4th International Conference on Educational Data Mining, EDM'11, pp. 319-320, 2011.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

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

An evaluation of the effectiveness of e-learning system as support for traditional classes Inproceedings

Proceedings of the 7th International Conference on Next Generation Web Services Practices, NWeSP'11, pp. 431-435, 2011.

Links | BibTeX | Tags: Educational Data Mining

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

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

Carmona, C J; González, P; Del Jesus, M J; Romero, C; Ventura, S

Evolutionary algorithms for subgroup discovery applied to e-learning data Inproceedings

pp. 983-990, 2010.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining

Romero, C; Ventura, S

Educational data mining: A review of the state of the art Journal Article

IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews, 40 (6), pp. 601-618, 2010.

Links | BibTeX | Tags: Educational Data Mining

Romero, C; Ventura, S; Vasilyeva, E; Pechenizkiy, M

Class association rule mining from students' test data Inproceedings

Proceedings of the 3rd International Conference on Educational Data Mining, EDM'10, pp. 317-318, 2010.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining

Romero, C; Ventura, S; Pechenizkiy, M; Baker, R S

Handbook of Educational Data Mining Book

1st, CRC Press, 2010, ISBN: 1-43980-457-5.

Links | BibTeX | Tags: Educational Data Mining

2009

Romero, C; Ventura, S; García, E; de Castro, C; Gea, M

Collaborative Data Mining Tool for Education Inproceedings

Proceedings of the 2nd International Conference on Educational Data Mining, pp. 299–308, Cordoba, Spain, 2009.

Links | BibTeX | Tags: Educational Data Mining

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

Romero, C; González, P; Ventura, S; del Jesús, M J; Herrera, F

Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data Journal Article

Expert Syst. Appl., 36 (2), pp. 1632–1644, 2009.

Links | BibTeX | Tags: Association Rule Mining, Educational Data Mining

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

0000

García-Martínez, C; Cerezo, R; Bermúdez, M; Romero, C

Improving essay peer grading accuracy in MOOCs using personalized weights Journal Article

Journal of Computer Assisted Learning, In press , 0000.

Links | BibTeX | Tags: Educational Data Mining, Predicting Student Performance

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