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Mining Student Data Captured from a Web-Based Tutoring Tool: Initial Exploration and Results
Article
Agathe Merceron, ESILV - Pôle Universitaire Léonard de Vinci, France ; Kalina Yacef, University of Sydney, Australia
Journal of Interactive Learning Research Volume 15, Number 4, ISSN 1093-023X Publisher: Association for the Advancement of Computing in Education (AACE), Waynesville, NC
Abstract
In this article we describe the initial investigations that we have conducted on student data collected from a web-based tutoring tool. We have used some data mining techniques such as association rule and symbolic data analysis, as well as traditional SQL queries to gain further insight on the students' learning and deduce information to improve teaching. In our work, applying data mining facilities serves two purposes: (a) understand better both how students grasp the tool and assimilate the knowledge they need to learn and (b) get pedagogically relevant information that may influence or help improve teaching.
Citation
Merceron, A. & Yacef, K. (2004). Mining Student Data Captured from a Web-Based Tutoring Tool: Initial Exploration and Results. Journal of Interactive Learning Research, 15(4), 319-346. Norfolk, VA: Association for the Advancement of Computing in Education (AACE). Retrieved August 11, 2024 from https://www.learntechlib.org/primary/p/6569/.
© 2004 Association for the Advancement of Computing in Education (AACE)
Keywords
References
View References & Citations Map- Abraham, D., Crawford, L., Lesta, L., Merceron, A., & Yacef, K. (2001). The logic tutor: A multimedia presentation. Interactive Multimedia Electronic Journal of Computer-Enhanced Learning, 3(2).
- Agrawal, R. & Srikant, R. (1994). Fast Algorithms for Mining Association Rules. In Proceedings of the 20th International Conference on Very Large Databases, (pp. 487-499), Santiago, Chile.
- Aguado, B., Merceron, A. & Voisard, A. (2003). Extracting Information from Structured Exercises. In Proceedings of the 4th International Conference on Information Technology Based Higher Education and Training ITHET03, Marrakech, Morocco.
- Anderson, J.R., Corbett, A.T., Koedinger, K.R., & Pelletier, R. (1995). Cognitive tutors: Lessons learned. The Journal of the Learning Sciences, 4(2),167-207.
- Calvo, R., & Grandbastien, M. (2003). Towards intelligent learning management systems, workshop proceedings. Sydney, Australia, University of Sydney. CHIC [Online]. Available: www.ardm.asso.fr/CHIC.html
- Croy, M.J. (1989). CAI and empirical explorations of deductive proof construction. The Computers and Philosophy Newsletter, 4, 111-127.
- Croy, M.J. (1999). Graphic interface design and deductive proof construction. Journal of Computers in Mathematics and Science Teaching, 18(4), 371-386.
- Diday, E. (2000). Analysis of symbolic data: Exploratory methods for extracting statistical information from complex data. Heidelberg, Germany: Springer-Verlag. Forster, A. (2002, October). Online teaching and learning. SYNERGY. Sydney, Australia.
- Gras, R., Almouloud, S., Bailleuil, M., Larher, A., Polo, M., Ratsimba-Rajohn, H. & Totohasina, A. (1996). L'implication statistique.Nouvelle méthode exploratoire de données. Application à la didactique. Grenoble, France, La pensée sauvage.
- Gras, R., Briand, H., Peter, P. & Philippe, J. (1997). Implicative statistical analysis. In Proceedings of the Fifth Conference of the International Federation of Classification Societies (IFCS-96), (pp. 412-419). Kobe, Japan: Springer-Verlag.
- Leroux, P., Vivet, M., & Brezillon, P. (1996). Cooperation between a pedagogical assistant, a group of learners and a teacher. In Proceedings of the European Conference on AI in Education, (pp. 379-385), Lisbon, Portugal.
- Lesta, L., & Yacef, K. (2002). An intelligent teaching-assistant system for logic. In S. Cerri & F. Paraguo (Eds.), International Conference on Intelligent Tutoring Systems (ITS'02), Biarritz, France. Berlin: Springer-Verlag,
- Merceron, A., & Yacef, K. (2003). A web-based tutoring tool with mining facilities to improve learning and teaching. In F. Verdejo & U. Hoppe (Eds.), Proceedings of the 11th International Conference on Artificial Intelligence in Education., Sydney, Australia. Burke, VA: IOS Press.
- Scheines, R., & Sieg, W. (1994). Computer environments for proof construction. Interactive Learning Environments, 4(2), 159-169.
- Smail, C., & Hussmann, S. (2003). The implementation and evaluation of an individualised, web-based, formative and summative assessment software tool for large classes. In Proceedings of ITHET'03, (pp. 87-92), Marrakech, Morrocco.
- Virvou, M., & Moundridou, M. (2001). Adding an instructor modelling component to the architecture of ITS authoring tools. International Journal of Artificial Intelligence in Education, 12, 185-211.
- Vivet, M. (1992). Uses of ITS: Which role for the teacher? In E. Costa (Ed.), New directions for intelligent tutoring systems. Berlin, Heidelberg, New York: Springer-Verlag.
- Yacef, K. (2002). Intelligent teaching assistant systems. In Kinshuk (Ed.), Proceedings of the International Conference on Computers in Education (ICCE'02), Auckland, New Zealand.
- Yacef, K. (2003). Some thoughts about the synergetic effects of integrating ITS and LMS technologies together to the service of education. In R. Calvo & M. Grandbastien (Eds.), Proceedings of Towards Intelligent Learning Management Systems, held in conjunction with AIED'03, (pp. 174-182), University of Sydney, Australia.
- Yacef, K. (2003). Experiment and evaluation results of the Logic-ITA. Technical report 542. School of Information Technologies, University of Sydney. Acknowledgements We thank Romain Buquet, Vincent Chagny, Gregory Debord, Raphael Di
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