Skip to main content

CREAM-Tools: An Authoring Environment for Knowledge Engineering in Intelligent Tutoring Systems

  • Chapter
Authoring Tools for Advanced Technology Learning Environments

Abstract

This chapter presents an authoring model and a system for curriculum development in Intelligent Tutoring Systems (ITSs). We first present an approach for modeling knowledge of the subject matter (the curriculum) to be taught by a large-scale ITS, and we show how it serves as the framework of the authoring process. This approach, called CREAM (Curriculum REspresentation and Acquisition Model), allows creation and organization of the curriculum according to three models concerning respectively the domain, the pedagogy and the didactic aspects. The domain is supported by the capability model (CREAM-C) which represents and organizes domain knowledge through logical links. The pedagogical view allows the definition and organization of teaching objectives by modeling skills required to achieve them and evaluating the impact of this achievement on the domain knowledge (CREAM-O and pedagogical model). The didactic component is based on a model of resources which defines and specifies different activities that are necessary to support teaching (CREAM-R). The construction of each part of CREAM is supported by specific authoring tools and methods. The overall authoring system, called CREAM-Tools, allows Instructional Designers (IDs) to produce a complete ITS curriculum based on the CREAM approach. Although this article is limited to curriculum development, we give some guidelines on how the resulting system could support the construction of other ITS components such as the planner and the student model.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Anderson, J. R. (1988). The expert module. In M.C. Polson & J.J. Richardson (Eds.). Foundations of Intelligent Tutoring systems; pp. 21–53. Lawrence Erlbaum Associates, Hillsdale, NJ.

    Google Scholar 

  • Aroyo, L. & Dicheva, D. (2002). Authoring Framework for Concept-based Web Information Systems. Proc. of the ICCE Workshop on Concepts and Ontologies in Web-based Educational Systems. Technische Universiteit Eindhoven, CS-Report 02–15, 41–48.

    Google Scholar 

  • Arruarte, A., Fernández-Castro, I., Ferrero, B. & Greer J. (1997). The IRIS Shell: How to Build ITSs from Pedagogical and Design Requisites. International Journal of Artificial Intelligence in Education. 8, 341–381.

    Google Scholar 

  • Balacheff N. (1991). Contribution de la didactique et de l’épistémologie aux recherches en EIAO. In: Bellissant C. (ed.) Actes des XIII Journées francophones sur l’informatique, pp. 9–38. Grenoble (France).

    Google Scholar 

  • Balacheff, N., Baron, G.L., Baron, M., Dillembourg, P. Grandbastien, M., Gras, R., Madaule, F., Mendelson, P., Nguyen-Xuan, A. & Nicaud, J.F. (1993). EIAO: points de vue des disciplines. In Actes des 3ème journées EIAO de Cachan; pp. 7–14. Eyrolles, Paris.

    Google Scholar 

  • Barr, A., Beard, M. & Atkinson, R.C. (1976). The Computer as a Tutorial Laboratory: The Stanford BIP project. International Journal of Man-Machine Studies, 8 (5), 567–596.

    Article  Google Scholar 

  • Bloom, B.S. (1969). Taxonomie des objectifs pédagogiques. Tome 1: Domaine cognitif. Education nouvelle, inc. Montreal

    Google Scholar 

  • Bloom, B.S. (1978). Taxonomie des objectifs pédagogiques. Tome 2: Domaine affectif. Education nouvelle, inc. Montreal.

    Google Scholar 

  • Bourdeau, J. and Mizoguchi, R. (2002) “Collaborative Ontological Engineering of Instructional Design Knowledge for an ITS Authoring Environment” In: S.A. Cerri, G. Gouarderes and F. Paraguacu (Eds): Intelligent Tutoring Systems, LNCS 2363, pp. 399–409. Springer-Verlag, Berlin.

    Chapter  Google Scholar 

  • Derry, S.J. (1990). Learning strategies for acquiring useful knowledge. In B.F. Jones & L. Idol (Eds.): Dimensions of Thinking and Cognitive Instruction; pp. 15–51. Lawrence Erlbaum Associates, Hillsdale, NJ.

    Google Scholar 

  • Finch, C.R. & Crukilton, J.R. (1986). Curriculum Development in Vocational and Technical Education: Planning, Content and Implementation. Allyn and Bacon, Inc., 2nd edition.

    Google Scholar 

  • Gagné, R. M. (1993). Computer-Based Instructional Guidance. In Spector, J.M., Polson, M.C. & Muraida, D.J. (Eds): Automating Instructional Design: Concepts and Issues.; pp. 133–146, ETD. Englewood Cliffs, N.J.

    Google Scholar 

  • Gagné, R.M, Briggs, L. & Wager, W. (1992). Principles of Instructional Design. Harcourt Brace Jovanovich, 4th edition, Orlando, FL.

    Google Scholar 

  • Gagné, R.M. (1985). The Conditions of Learning ( 4th Ed ). New York: Holt Rinehart and Winston.

    Google Scholar 

  • Halff, H. (1988). Curriculum and instruction in ITS. In M.C. Polson & J.J. Richardson (Eds.). Foundations of Intelligent Tutoring Systems; pp. 19–108. Lawrence Erlbaum Associates, Hillsdale, NJ.

    Google Scholar 

  • Hartley, R. (1990). The curriculum and instructional tasks: Goals strategies and tactics for interactive learning. In Adaptative Learning Environments: Foundation and Frontiers; pp. 123–146. Springer-Verlag, Berlin.

    Google Scholar 

  • Jones, M. & Wipond, K. (1990). Curriculum and Knowledge Representation in a Knowledge-Based System for Curriculum Development. Educational Technology, Mars 1990, 7–14.

    Google Scholar 

  • Kay, J. & Holden, S. (2002). Automatic Extraction fo Ontologies from Teaching Document Metadata. Proc. of the ICCE Workshop on Concepts and Ontologies in Web-based Educational Systems. Technische Universiteit Eindhoven, CS-Report 02–15, 23–26.

    Google Scholar 

  • Klausmeier, H.J. (1990). Conceptualizing. In Jones, B.F. & Idol, L (Eds): Dimensions of Thinking and Cognitive Instruction; pp. 93–138; Lawrence Erlbaum Associates, Hillsdale, NJ.

    Google Scholar 

  • Lefebvre, B., Nkambou, R., Gauthier G. & Lajoie S. (1997). The student model in the SAFARI environment for the development of intelligent tutoring system development. In Proceedings of the 1st International Congress on Electromechanical and System Engineering,pp. 1–8, Mexico City.

    Google Scholar 

  • Legendre, R. (1993). Dictionnaire actuel de l’éducation. Librairies Guérin et Eska, Montréal.

    Google Scholar 

  • Lesgold, A. (1988). Toward a Theory of Curriculum for Use in Designing Intelligent Instructional Systems. In Mandl, H. and Lesgold, A. (Eds.), Learning Issues for Intelligent Tutoring Systems; pp. 114–137. Springer-Verlag, New York.

    Chapter  Google Scholar 

  • Mager, G. (1990). Comment définir les objectifs pédagogiques. Bordas, Paris.

    Google Scholar 

  • Major, N., Ainsworth, S. & Wood D. (1997). REDEEM: Exploiting Symbiosis Between Psychology and Authoring Environments. International Journal of Artificial Intelligence in Education, 8 (3–4), 317–340.

    Google Scholar 

  • McCalla, G.I. (1990). The search for adaptability, flexibility and individualization: Approaches to curriculum in intelligent tutoring systems. In Adaptative Learning Environments: Foundation and Frontiers; pp. 91–112. Springer-Verlag, Berlin.

    Google Scholar 

  • Merrill, M. D. (1991). An Introduction to Instructional Transaction Theory. Educational Technology, 31, 45–53.

    Google Scholar 

  • Merrill, M. D., (1993) An Integrated Model for Automating Instructional Design and Delivery. In Spector, J.M., Polson, M.C. & Muraida, D.J. (Eds): Automating Instructional Design: Concepts and Issues; pp. 147–190. ETD. Englewood Cliffs, N.J.

    Google Scholar 

  • Mizoguchi, R. & Bourdeau, J. (2000) Using Ontological Engineering to Overcome AI-ED Problems. International Journal of Artificial Intelligence in Education, 11, 107–121.

    Google Scholar 

  • Munro, A., Johnson, M.C., Pizzini, Q.A., Surmon, D.S., Towne, D.M, & Wogulis, J.L. (1997). Authoring simulation-centered tutors with RIDES. International Journal of Artificial Intelligence in Education., 8 (3–4), 284–316.

    Google Scholar 

  • Murray, T., & Woolf, B. (1992). Tools for teacher participation in ITS design. In Frasson, C., Gauthier, G. & McCalla, G. Intelligent Tutoring Systems; pp. 593–600. Springer-Verlag, Berlin.

    Google Scholar 

  • Murray, T. (1998). Authoring Knowledge-Based Tutors: Tools for Content, Instructional Strategy, Student Model, and Interface Design. Journal of the Learning Sciences, 7 ( 1 ). Lawrence Erlbaum Associates, Hillsdale, NJ.

    Google Scholar 

  • Murray, T. (1999). Authoring intelligent tutoring systems: an analysis of the state of the art. International Journal of Artificial Intelligence in Education, 10, 98–129.

    Google Scholar 

  • Nkambou, R. & Gauthier, G. (1996). Integrating WWW resources in an intelligent tutoring system. Journal of Network and Computer Science Applications, 19 (4), 363–375.

    Google Scholar 

  • Nkambou, R. Lefebvre, B. & Gauthier, G. (1996). A Curriculum-Based Student Modeling for ITS. In Proceedings of the Fifth International Conference on User Modeling; pp. 91–98. Kanula-Kona, Hawaii.

    Google Scholar 

  • Nkambou, R., Frasson, M.C. & Frasson, C. (1996). Generating courses in an intelligent tutoring system. In Proceedings of the 9th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems; pp. 261–267. Gordon and Breach Science, New York.

    Google Scholar 

  • Nkambou, R., Gauthier, G. & Frasson, C. (1996). CREAM-Tools: an authoring evironment for curriculum and course building in an ITS. Proceedings of the Third International Conference on Computer-Aided Learning and Instruction in Science and Engineering, CALISCE. Springer-Verlag, Berlin.

    Google Scholar 

  • Nkambou, R., Gauthier, G., Frasson, C. & Aïmeur, E. (1996). PSS-Tutor: Un système tutoriel intelligent pour l’enseignement des stratégies de résolution de problèmes. In Proceedings of the Fourth Maghrebian Conference on Software Engineering and Artificial Intelligence, pp. 291–303. AFCETUNESCO.

    Google Scholar 

  • Nkambou, R., Gauthier, G., Frasson, C. & Antaki, M. (1995). Integrating Expert Systems in an Authoring System For Curriculum and Course Building. In Proceedings of the 7th International Conference On Artificial Intelligence and Expert Systems Application; pp. 485–490. San Francisco, CA.

    Google Scholar 

  • Nkambou, R., Quirion, L, Kaltenbach, M., & Frasson, C. (1995). Using Multimedia In Learning about Processes; DEGREE: A Simulation-Based Authoring System For Multimedia Demonstration Building. Multimedia Modelling: Toward Information Superhighway; pp. 365–378. World Scientific Publishing, Singapore.

    Google Scholar 

  • Paquette, G., Crevier, F., Aubin, C., & Frasson, C. (1994). Design of a Knowledge-Based Didactic Engineering Workbench. In CALISCE 94, Paris.

    Google Scholar 

  • Paquette, G & Rosca, I. (2002). Organic Aggregation of Knowledge Objects in Educational Systems. Canadian Journal of Learning and Technology, 28 (3), 11–26.

    Google Scholar 

  • Pirolli, P. & Russell, D.M. (1991). Instructional design environment: technology to support design problem solving. Instructional Science, 19 (2), 121–144.

    Article  Google Scholar 

  • Reigeluth, C. M. (1993). Functions of an Automated Instructional Design System. In J. M. Spector, M. C. Polson, & D. J. Muraida (Eds.): Automating Instructional Design: Concepts and Issues; pp. 43–58. ETD. Englewood Cliffs, N.J.

    Google Scholar 

  • Russell, D., Moran, T. & Jordan, D. (1988). The Instructional Design Environment. In Psotka, Massey, & Mutter (Eds.), IntelligentTutoring Systems, Lessons Learned. Hillsdale, NJ: Lawrence Erlbaum.

    Google Scholar 

  • Spector, J.M., Polson, M.C., & Muraida, D.J. (1993). Automating Instructional Design: Concepts and Issues. ETD. Englewood Cliffs, N.J.

    Google Scholar 

  • Tennyson, R. (1993). A Framework for Automating Instructional Design. In Spector, M., Polson P. & Muraida, D., Eds., Automating Instructional Design: Concepts and Issues. ETD. Englewood Cliffs, N.J., pp. 191–217.

    Google Scholar 

  • Towne, D.M. (1997). Approximate reasoning techniques for intelligent diagnostic instruction. International Journal of Artificial Intelligence in Education, 8 (3–4), 262–283.

    Google Scholar 

  • Van Marcke, K. (1992). Instructional Expertise. In Frasson, C., Gauthier, G., & McCalla, G.I. (Eds.) Procs. of Intelligent Tutoring Systems ‘82. New York: Springer-Verlag.

    Google Scholar 

  • Webster, J.G. (1994). Instructional Objectives and Bench Examinations in Circuits Laboratories. IEEE Transactions on Education, 37 (1), 111–113.

    Article  Google Scholar 

Download references

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2003 Springer Science+Business Media Dordrecht

About this chapter

Cite this chapter

Nkambou, R., Frasson, C., Gauthier, G. (2003). CREAM-Tools: An Authoring Environment for Knowledge Engineering in Intelligent Tutoring Systems. In: Murray, T., Blessing, S.B., Ainsworth, S. (eds) Authoring Tools for Advanced Technology Learning Environments. Springer, Dordrecht. https://doi.org/10.1007/978-94-017-0819-7_10

Download citation

  • DOI: https://doi.org/10.1007/978-94-017-0819-7_10

  • Publisher Name: Springer, Dordrecht

  • Print ISBN: 978-90-481-6499-8

  • Online ISBN: 978-94-017-0819-7

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics