Abstract
There have been several attempts to automate knowledge acquisition for ITSs that teach procedural tasks. The goal of our project is to automate the acquisition of domain models for constraint-based tutors for both procedural and non-procedural tasks. We propose a three-phase approach: building a domain ontology, acquiring syntactic constraints directly from the ontology, and engaging the author in a dialog, in order to induce semantic constraints using machine learning techniques. An ontology is arguably easier to create than the domain model. Our hypothesis is that the domain ontology is also useful for reflecting on the domain, so would be of great importance for building constraints manually. This paper reports on an experiment performed in order to test this hypothesis. The results show that constraints sets built using a domain ontology are superior, and the authors who developed the ontology before constraints acknowledge the usefulness of an ontology in the knowledge acquisition process.
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References
Blessing, S.B.: A Programming by Demonstration Authoring Tool for Model-Tracing Tutors. Artificial Intelligence in Education 8, 233–261 (1997)
Clutterbuck, P.M.: The art of teaching spelling: a ready reference and classroom active resource for Australian primary schools. Longman Australia Pty Ltd, Melbourne (1990)
Martin, B., Mitrovic, A.: Authoring Web-Based Tutoring Systems with WETAS. In: Kinshuk, L.R., Akahori, K., Kemp, R., Okamoto, T., Henderson, L., Lee, C.-H. (eds.) Proc. ICCE 2002, pp. 183–187 (2002)
Martin, B., Mitrovic, A.: WETAS: a Web-Based Authoring System for Constraint-Based ITS. In: De Bra, P., Brusilovsky, P., Conejo, R. (eds.) AH 2002. LNCS, vol. 2347, pp. 543–546. Springer, Heidelberg (2002)
Mitrovic, A.: Experiences in Implementing Constraint-Based Modelling in SQL-Tutor. In: Goettl, B.P., Halff, H.M., Redfield, C.L., Shute, V.J. (eds.) Proc. 4th Int. Conf. on Intelligent Tutoring Systems, San Antonio, pp. 414–423 (1998)
Mitrovic, A.: An intelligent SQL tutor on the Web. Artificial Intelligence in Education 13, 171–195 (2003)
Mitrovic, A., Koedinger, K., Martin, B.: A comparative analysis of cognitive tutoring and constraint-based modeling. In: Brusilovsky, P., Corbett, A.T., de Rosis, F. (eds.) UM 2003. LNCS, vol. 2702, pp. 313–322. Springer, Heidelberg (2003)
Mitrovic, A., Ohlsson, S.: Evaluation of a Constraint-based Tutor for a Database Language. Artificial Intelligence in Education 10(3-4), 238–256 (1999)
Murray, T.: Expanding the Knowledge Acquisition Bottleneck for Intelligent Tutoring Systems. Artificial Intelligence in Education 8, 222–232 (1997)
Ohlsson, S.: Constraint-based Student Modelling. In: Proc. Student Modelling: the Key to Individualized Knowledge-based Instruction, pp. 167–189. Springer, Heidelberg (1994)
Ohlsson, S.: Learning from Performance Errors. Psychological Review 103, 241–262 (1996)
Suraweera, P., Mitrovic, A.: KERMIT: a Constraint-based Tutor for Database Modeling. In: Cerri, S.A., Gouardéres, G., Paraguaçu, F. (eds.) ITS 2002. LNCS, vol. 2363, pp. 377–387. Springer, Heidelberg (2002)
Tecuci, G.: Building Intelligent Agents: An Apprenticeship Multistrategy Learning Theory, Methodology, Tool and Case Studies. Academic Press, London (1998)
Tecuci, G., Keeling, H.: Developing an Intelligent Educational Agent with Disciple. Artificial Intelligence in Education 10, 221–237 (1999)
van Lent, M., Laird, J.E.: Learning Procedural Knowledge through Observation. In: Proc. Int. Conf. on Knowledge Capture, pp. 179–186 (2001)
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Suraweera, P., Mitrovic, A., Martin, B. (2004). The Role of Domain Ontology in Knowledge Acquisition for ITSs. In: Lester, J.C., Vicari, R.M., Paraguaçu, F. (eds) Intelligent Tutoring Systems. ITS 2004. Lecture Notes in Computer Science, vol 3220. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30139-4_20
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DOI: https://doi.org/10.1007/978-3-540-30139-4_20
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