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Part of the book series: Studies in Computational Intelligence ((SCI,volume 308))

Abstract

This chapter introduces Part II on modeling tutoring knowledge in ITS research. Starting with its origin and with a characterization of tutoring, it proposes a general definition of tutoring, and a description of tutoring functions, variables, and interactions. The Interaction Hypothesis is presented and discussed, followed by the development of the tutorial component of ITSs, and their evaluation. New challenges are described, such as integrating the emotional states of the learner. Perspectives of opening the Tutoring Model and of equipping it with social intelligence are also presented.

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References

  • Alvarez, J., Rampnoux, O.: Serious Game: Just a question of posture? In: Proc. from Artificial & Ambient Intelligence AISB 2007, Newcastle - UK, vol. 5(1), pp. 420–423 (2007)

    Google Scholar 

  • Amokrane, K., Lourdeaux, D.: Pedagogical system in virtual environments for high-risk sites. In: Proc. from ICAART 2009: the International Conference on Agents and Artificial Intelligence, pp. 371–376. INSTICC Press, Valencia (2010a)

    Google Scholar 

  • Amokrane, K., Lourdeaux, D.: Virtual Reality Contribution to training and risk prevention. In: Proc. from ICAI 2009: the International Conference on Artificial Intelligence, pp. 466–472. CSREA Press, Las Vegas (2009b)

    Google Scholar 

  • Arroyo, I., Cooper, D.G., Burleson, W., Woolf, B., Muldner, K., Christopherson, B.: Emotion Sensors Go To School. In: Dimitrova, V., Mizoguchi, R. (eds.) Proceedings from 14th International Conference on AIED. IOS Press, Amsterdam (2009)

    Google Scholar 

  • Baker, M.: The roles of models in Artificial Intelligence and Education research: a prospective view. IJAIED 11(2), 122–143 (2000)

    Google Scholar 

  • Barab, S.: Design-Based Research. In: Sawyer, K. (ed.) The Cambridge Handbook of the Learning Sciences. Cambridge University Press, Cambridge (2006)

    Google Scholar 

  • Beck, J., Chang, K., Mostow, J., Corbett, A.: Does Help Help? Introducing the Bayesian and Assessment Methodology. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S. (eds.) ITS 2008. LNCS, vol. 5091, pp. 383–394. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  • Bloom, B.: The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as One-to-One Tutoring. Educational Researcher 13(6), 3–16 (1984)

    Google Scholar 

  • Boyer, K., Phillips, R., Vouk, M., Lester, J.: Balancing Cognitive and Motivational Scaffolding in Tutorial Dialogue. In: Woolf, B., et al. (eds.) Proc. of ITS 2009. Springer, New York (2008)

    Google Scholar 

  • Brusilovsky, P.: Intelligent tutoring systems for World-Wide Web. In: Holzapfel, R. (ed.) Poster Proceedings of Third International WWW Conference, Darmstadt, pp. 42–45 (1995)

    Google Scholar 

  • Brusilovsky, P., Peylo, C.: Adaptive and intelligent Web-based educational systems. In: Brusilovsky, P., Peylo, C. (eds.) International Journal of Artificial Intelligence in Education, Special Issue on Adaptive and Intelligent Web-based Educational Systems, vol. 13(2-4), pp. 159–172 (2003)

    Google Scholar 

  • Chan, T.-W., Baskin, A.B.: Studying with the prince the computer as a learning companion. In: Proc. of ITS, pp. 194–200. IOS Press, Amsterdam (1988)

    Google Scholar 

  • Chan, T.-W., Chung, Y.-L., Ho, R.-G., Hou, W.-J., Lin, G.-L.: Distributed learning companion systems - WEST revisited. In: Frasson, C., McCalla, G.I., Gauthier, G. (eds.) ITS 1992. LNCS, vol. 608, pp. 643–650. Springer, Heidelberg (1992)

    Google Scholar 

  • Chan, T.-W.: Learning companion systems, social learning systems, and the global social learning club. IJAIED 7(2), 125–159 (1996)

    Google Scholar 

  • Chen, W., Wasson, B.: Coordinating Collaborative Knowledge Building. International Journal of Computer and Applications 25(1), 1–10 (2003)

    Google Scholar 

  • Chen, W., Wasson, B.: An Instructional Assistant Agent for Distributed Collaborative Learning. In: Lester, J.C., Vicari, R.M., Paraguacu, R.F. (eds.) ITS 2002. LNCS, vol. 2363, p. 609. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  • Cohen, P., Kulik, J., Kulik, C.: Educational outcomes of tutoring: A meta-analysis of findings. American Educational Research 19(2), 237–248 (1982)

    Google Scholar 

  • Collins, A.: Cognitive Apprenticeship. In: Sawyer, K. (ed.) The Cambridge Handbook of the Learning Sciences. Cambridge University Press, Cambridge (2006)

    Google Scholar 

  • Conati, C., Mitrovic, T.: Closing the Affective Loop in Intelligent Learning Environments (Workshop). In: Dimitrova, V., et al. (eds.) Proc. of the AIED 2009 Conference. IOS Press, Brighton (2009)

    Google Scholar 

  • Delozanne, E., Prévit, D., Grugeon, B., Chenevotot, F.: Automatic Multi-criteria Assessment of Open-Ended Questions: A case study in School Algebra. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S. (eds.) ITS 2008. LNCS, vol. 5091, pp. 101–110. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  • du Boulay, B., Luckin, R.: Modeling human teaching tactics and strategies for tutoring systems. IJAIED, Special Issue on Modeling Teaching 12(3), 1–24 (2001)

    Google Scholar 

  • du Boulay, B.: Commentary on Kurt VanLehn’s “The Behavior of Tutoring Systems. IJAIED 16, 267–270 (2006)

    Google Scholar 

  • Forbus, K.: Open-Domain Sketch Understanding for AI and Education. In: Dimitrova, V., et al. (eds.) Proc. of AIED 2009 Conference. IOS Press, Amsterdam (2009)

    Google Scholar 

  • Gee, P.: Deep Learning Properties of Good Digital Games: How Far Can They Go? In: Ritterfeld, U., Cody, M., Vorderer, P. (eds.) Serious Games: Mechanisms and Effects. Taylor & Francis Group, Routledge (2009)

    Google Scholar 

  • Goleman, D.: Emotional Intelligence: Why it ca matter more than Iq. Bantam Dell, New York (1996)

    Google Scholar 

  • Grandbastien, M.: Teaching expertise is at the core of ITS research. International Journal of Artificial Intelligence in Education 10, 335–349 (1999)

    Google Scholar 

  • Graesser, A., VanLehn, K., Rosé, C., Jordan, P., Harter, D.: Intelligent Tutoring Systems with Conversational Dialogue. AI Magazine 22(4), 39–51 (2001)

    Google Scholar 

  • Greenhow, G., Robelia, B.: Learning, Teaching, and Scholarship in a Digital Age. Web 2.0 and Classroom, Educational Researcherv 38, 246–259 (2009)

    Google Scholar 

  • Greer, J., McCalla, G., Collins, J., Kumar, V., Meagher, P., Vassileva, J.: Supporting Peer Help and Collaboration in Distributed Workplace Environments. IJAIED, Special Issue on Computer Supported Collaborative Learning 9(2), 159–177 (1998)

    Google Scholar 

  • Greeno, J.G., Collins, A.M., Resnick, L.B.: Cognition and Learning. In: Berliner, D.C., Calfee, R.C. (eds.) Handbook of Educational Psychology. Macmillan, New York (1996)

    Google Scholar 

  • Hayashi, Y., Bourdeau, J., Mizoguchi, R.: Using Ontological Engineering to Organize Learning/Instructional Theories and Build a Theory-Aware Authoring System. IJAIE 19(2), 211–252 (2009)

    Google Scholar 

  • Heffernan, N.: Intelligent Tutoring Systems Have Forgotten the Tutor: Adding a Cognitive Model of Human Tutors (Doctoral Dissertation, School of Computer Science, Carnegie Mellon University) (2001)

    Google Scholar 

  • Heraz, A., Frasson, C.: Predicting Learner ANSwers Correctness through Brainwaves Assessment and Emotional Dimensions. In: Dimitrova, V., et al. (eds.) Proc. of AIED 2009, pp. 49–56. IOS Press, Brighton (2009)

    Google Scholar 

  • Isotani, S., Mizoguchi, R.: Theory-Driven Group Formation through Ontologies. In: Woolf, B., et al. (eds.) ITS 2008. LNCS, vol. 5091, pp. 646–655. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  • Israel, J., Aiken, R.: Supporting Collaborative Learning with an Intelligent Web-Based System. IJAIED 17, 1 (2007)

    Google Scholar 

  • Johnson, W.L., Rickel, J.W., Lester, J.C.: Animated Pedagogical Agents: Face-to-Face Interaction in Interactive Learning Environments. IJSIE 11, 47–78 (2000)

    Google Scholar 

  • Johnson, W.L., Vilhjalmsson, H., Marsella, S.: Serious games for language learning: How much game, how much AI? In: Proc. of the 12th International Conference on Artificial Intelligence in Education. IOS Press, Amsterdam (2005)

    Google Scholar 

  • Johnson, W.L., Valente, A.: Tactical Language and Culture Training Systems: Using AI to Teach Foreign Languages and Cultures. AI Magazine 30(2), 60–72 (2009)

    Google Scholar 

  • Koedinger, K., Corbett, A.: Cognitive Tutors. In: Sawyer, K. (ed.) The Cambridge Handbook of the Learning Sciences. Cambridge University Press, Cambridge (2006)

    Google Scholar 

  • Lajoie, S.: Computers as Cognitive Tools: No More Walls. Lawrence Erlbaum Associates Inc., Mahwah (2000)

    Google Scholar 

  • Lajoie, S., Faremo, S., Wiseman, J.: Tutoring strategies for effective instruction in internal medicine. IJAIED 12, 293–309 (2001)

    Google Scholar 

  • Lane, H.C., Johnson, W.L.: Intelligent tutoring and pedagogical expertise manipulation. In: Schmorrow, D., Cohn, J., Nicholson, D. (eds.) The PSI Handbook of Virtual Environments for Training and Education: Developments for the Military and Beyond, Praeger Security International, Westport, CT (2008)

    Google Scholar 

  • Lane, H.C., Ogan, A.E., Shute, V.: Intelligent Educational Games. In: Proc. of the AIED 2009. IOS Press, Brighton (2009)

    Google Scholar 

  • Lester, J.: Reflections on the KVL Tutoring Framework: Past, Present, and Future. IJAIED 16, 271–276 (2006)

    Google Scholar 

  • McCalla, G.: The Fragmentation of Culture, Learning, Teaching and Technology: Implications for the Artificial Intelligence in Education Research Agenda in 2010. IJAIED 11(2) (2000)

    Google Scholar 

  • Mizoguchi, R., Bourdeau, J.: Using Ontological Engineering to Overcome Common AI-ED Problems. IJAIED, Special Issue on AIED 11(2), 107–121 (2000)

    Google Scholar 

  • Moreno-Ger, P.D., Burgos, J., Torrente: Digital Games in eLearning Environments. Current Uses and Emerging Trends, Simulation & Gaming 40(5), 669–687 (2009)

    Google Scholar 

  • Mostow, J., Aist, G.: Evaluating tutors that listen: An overview of Project LISTEN. In: Forbus, K., Feltovitch, P. (eds.) Smart Machines in Education. MIT/AAAI Press, Menlo Park (2001)

    Google Scholar 

  • Nkambou, R., Frasson, C., Gauthier, G.: CREAM-Tools: An Authoring Environment for Knowledge Engineering in ITS. In: Murray, T., Blessing, S., Ainsworth, S. (eds.) Authoring Tools for Advances Technology Learning Environment. Kluwer Academic Publishers, Dordrecht (2003)

    Google Scholar 

  • Murray, T.: Principles for Pedagogy-Oriented Knowledge-Based Tutor Authoring Systems: Lessons Learned and a Design Meta-Model. In: Murray, T., Blessing, S., Ainsworth, S. (eds.) Authoring Tools for Advances Technology Learning Environments. Kluwer Academic Publishers, Dordrecht (2003)

    Google Scholar 

  • Person, N., Graesser, A.: Fourteen facts about human tutoring: Food for thought for ITS developers. In: AIED 2003 Workshop Proceedings on Tutorial Dialogue Systems, pp. 335–344 (2003)

    Google Scholar 

  • Pirolli, P., Greeno, J.: The Problem Space of Instructional Design. In: Psotka, J., Massey, L., Mutter, S. (eds.) Intelligent tutoring systems: lessons learned, LEA, New Jersey (1988)

    Google Scholar 

  • Razzaq, L., Patvarczki, J., Almeida, S., Vartak, M., Feng, M., Heffernan, N., Koedinger, K.: The ASSISTment Builder: Supporting the Life Cycle of Tutoring System Creation. IEEE Transaction on Learning Technologies 2(2), 157–166 (2009a)

    Article  Google Scholar 

  • Razzaq, L., Heffernan, N.: To Tutor or not to Tutor: That is the Question. In: Proc. of AIED. IOS Press, Amsterdam (2009b)

    Google Scholar 

  • Sawyer, K. (ed.): The Cambridge Handbook of the Learning Sciences. Cambridge University Press, New York (2006)

    Google Scholar 

  • Self, J.: The defining characteristics of intelligent tutoring systems research: ITSs care, precisely. IJAIED 10, 350–364 (1999)

    Google Scholar 

  • VanLehn, K., Siler, S., Murray, C., Yamauchi, T., Baggett, W.B.: Why do only some events cause learning during human tutoring? Cognition and Instruction 21(3), 209–249 (2003)

    Article  Google Scholar 

  • VanLehn, K.: The behavior of tutoring systems. IJAIED 16(3), 227–265 (2006)

    Google Scholar 

  • VanLehn, K.: Intelligent tutoring systems for continuous, embedded assessment. In: Dwyer, C. (ed.) The Future of Assessment: Shaping Teaching and Learning, Lawrence Erlbaum Associates, Mahwah (2007)

    Google Scholar 

  • VanLehn, K.: What’s in a step? Toward general, abstract representations of tutoring systems log data. In: Conati, C., McCoy, K., Paliouras, G. (eds.) UM 2007. LNCS (LNAI), vol. 4511, pp. 455–459. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  • VanLehn, K., Graesser, A.C., Jackson, G.T., Jordan, P., Olney, A., Rose, C.P.: When are tutorial dialogues more effective than reading? Cognitive Science 3(1), 3–62 (2007)

    Google Scholar 

  • VanLehn, K.: The Interaction Plateau: Answer-Based Tutoring Step-Based Tutoring Natural Tutoring. In: Woolf, B.P., Aïmeur, E., Nkambou, R., Lajoie, S. (eds.) ITS 2008. LNCS, vol. 5091, p. 7. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  • Varma, S., McCandliss, B., Schwartz, D.: Scientific and Pragmatic Challenges for Bridging Education and Neuroscience. Educational Researcher Apr. 37, 140–152 (2008)

    Article  Google Scholar 

  • Vassileva, J., Wasson, B.: Instructional Planning Approaches: from Tutoring towards Free Learning. In: Proc. of EuroAIED 1996, Portugal, Lisbon (1996)

    Google Scholar 

  • Virvou, M., Moundridou, M.: Adding an Instructor Modeling Component to the Architecture of ITS Authoring Tools. IJAIED 12, 185–211 (2001)

    Google Scholar 

  • Wasson, B.: Identifying Coordination Agents for Collaborative Telelearning. IJAIED 9, 275–299 (1999)

    Google Scholar 

  • Wenger, E.: Artificial Intelligence and Tutoring Systems: Computational Approaches to the Communication of Knowledge. Kaufman Publishers Inc., Los Altos (1987)

    Google Scholar 

  • Woolf, B.: Building Intelligent Interactive Tutors: Student-centered Strategies for Revolutionizing E-learning. Morgan Kaufmann, Burlington (2009)

    Google Scholar 

  • Zhang, X., Mostow, J., Beck, J.: A Case Study Empirical Comparison of Three Methods to Evaluate Tutorial Behaviors. In: Woolf, B., et al. (eds.) ITS 2008. LNCS, vol. 5091, pp. 122–131. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

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Bourdeau, J., Grandbastien, M. (2010). Modeling Tutoring Knowledge. In: Nkambou, R., Bourdeau, J., Mizoguchi, R. (eds) Advances in Intelligent Tutoring Systems. Studies in Computational Intelligence, vol 308. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-14363-2_7

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  • DOI: https://doi.org/10.1007/978-3-642-14363-2_7

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