Data-driven misconception discovery in constraint-based intelligent tutoring systems
dc.contributor.author | Elmadani, M. | |
dc.contributor.author | Mathews, M. | |
dc.contributor.author | Mitrovic, Antonija | |
dc.date.accessioned | 2013-02-03T20:50:26Z | |
dc.date.available | 2013-02-03T20:50:26Z | |
dc.date.issued | 2012 | en |
dc.description.abstract | Students often have misconceptions in the domain they are studying. Misconception identification is a difficult task but allows teachers to create strategies to appropriately address misconceptions held by students. This project investigates a data-driven technique to discover students' misconceptions in interactions with constraint-based Intelligent Tutoring Systems(ITSs). This analysis has not previously been done. EER-Tutor is one such constraint-based ITS, which teaches conceptual database design using Enhanced Entity-Relationship (EER) data modelling. As with any ITS, a lot of data about each student's interaction within EER-Tutor are available: as individual student models, containing constraint histories, and logs, containing detailed information about each student action. This work can be extended to other ITSs and their relevant domains. | en |
dc.identifier.citation | Elmadani, M., Mathews, M., Mitrovic, A. (2012) Data-driven misconception discovery in constraint-based intelligent tutoring systems. Singapore: 20th International Conference on Computers in Education (ICCE), 26-30 Nov 2012. 9-16. | en |
dc.identifier.isbn | 978-981-07-4649-0 | |
dc.identifier.uri | http://hdl.handle.net/10092/7399 | |
dc.language.iso | en | |
dc.publisher | University of Canterbury. Computer Science and Software Engineering | en |
dc.relation.uri | http://www.lsl.nie.edu.sg/icce2012/wp-content/uploads/2012/11/MAIN-Conference-E-BOOK.pdf | en |
dc.rights.uri | https://hdl.handle.net/10092/17651 | en |
dc.subject | Misconceptions | en |
dc.subject | data mining | en |
dc.subject | constraint-based modeling | en |
dc.subject.anzsrc | Field of Research::08 - Information and Computing Sciences::0806 - Information Systems::080602 - Computer-Human Interaction | en |
dc.subject.anzsrc | Field of Research::08 - Information and Computing Sciences::0801 - Artificial Intelligence and Image Processing::080105 - Expert Systems | en |
dc.subject.anzsrc | Fields of Research::39 - Education::3904 - Specialist studies in education::390405 - Educational technology and computing | en |
dc.title | Data-driven misconception discovery in constraint-based intelligent tutoring systems | en |
dc.type | Conference Contributions - Published |
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