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The Andes Physics Tutoring System: An Experiment in Freedom

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Advances in Intelligent Tutoring Systems

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

Abstract

The Andes physics tutoring system is an experiment in student freedom. It allows students to solve a physics problem in virtually any legal way. This means that Andes must recognize an extremely large number of possible steps occurring in an extraordinarily large number of possible orders. Such freedom raises several research questions. (1) How can Andes solve the technical challenge of understanding student’s behavior in such a wide-open context? (2) How can Andes give pedagogically useful help and guidance? In particular, how can it guide students who are floundering without curtailing the freedom of students who are not floundering? (3) Will Andes be effective in getting students in real classrooms to learn physics? (4) What does it take to scale up Andes and disseminate it widely? The Andes project, which began in the mid 1990’s, has achieved workable solutions to the first three goals: Andes can understand student behavior; It provides pedagogical help similar to that of human experts; Most importantly, Andes causes large, reliable learning gains compared to control classes taught with convention, paper-based instruction. This chapter summarizes the first three results and discusses our progress on the fourth goal, scale-up.

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References

  • Albacete, P.L., VanLehn, K.: The Conceptual Helper: An intelligent tutoring system for teaching fundamental physics concepts. In: Gauthier, G., VanLehn, K., Frasson, C. (eds.) ITS 2000. LNCS, vol. 1839, p. 564. Springer, Heidelberg (2000a)

    Chapter  Google Scholar 

  • Albacete, P.L., VanLehn, K.: Evaluation the effectiveness of a cognitive tutor for fundamental physics concepts. In: Gleitman, L.R., Joshi, A.K. (eds.) Proceedings of the Twenty-Second Annual Conference of the Cognitive Science Society. Erlbaum, Mahwah (2000b)

    Google Scholar 

  • Aleven, V., Koedinger, K.R.: Limitations of student control: Do students know when they need help? In: Gauthier, G., VanLehn, K., Frasson, C. (eds.) ITS 2000. LNCS, vol. 1839, p. 292. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  • Anderson, J.R., Corbett, A.T., Koedinger, K., Pelletier, R.: Cognitive Tutors: Lessons Learned. The Journal of the Learning Sciences 4(2), 167–207 (1995)

    Article  Google Scholar 

  • Baker, R.S., Corbett, A., Koedinger, K.R., Evenson, S., Roll, I., Wagner, A.Z., et al.: Adapting to when students game an intelligent tutoring system. In: Frasson, C., Gauthier, G., McCalla, G.I. (eds.) ITS 2006. LNCS, vol. 4053, pp. 392–401. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  • Baker, R.S., de Carvalho, A.M., Raspat, J., Corbett, A., Koedinger, K.R.: Educational software features that encourage or discourage “gaming the system”. In: Proceedings of the 14th International Conference on Artificial Intelligence in Education. IOS Press, Amsterdam (2009)

    Google Scholar 

  • Bloom, B.S.: The 2 sigma problem: The search for methods of group instruction as effective as one-to-one tutoring. Educational Researcher 13, 4–16 (1984)

    Google Scholar 

  • Brna, P., Caiger, A.: The application of cognitive diagnosis to the quantitative analysis of simple electrical circuits. In: Frasson, C., Gauthier, G., McCalla, G.I. (eds.) ITS 1992. LNCS, vol. 608. Springer, Heidelberg (1992)

    Google Scholar 

  • Gertner, A., Conati, C., VanLehn, K.: Procedural help in Andes: Generating hints using a Bayesian network student model. In: Proceedings of the 15th national Conference on Artificial Intelligence (1998)

    Google Scholar 

  • Gertner, A.S., VanLehn, K.: Andes: A coached problem solving environment for physics. In: Gautheier, G., Frasson, C., VanLehn, K. (eds.) ITS 2000. LNCS, vol. 1839, p. 133. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  • Hume, G., Michael, J., Rovick, A., Evens, M.: Hinting as a tactic in one-on-one tutoring. Journal of the Learning Sciences 5(1), 23–49 (1996)

    Article  Google Scholar 

  • Kane, D., Sherwood, B.: A computer-based course in classical mechanics. Computers and Education 4, 15–36 (1980)

    Article  Google Scholar 

  • Koedinger, K.R., Anderson, J.R., Hadley, W.H., Mark, M.A.: Intelligent tutoring goes to school in the big city. International Journal of Artificial Intelligence in Education 8(1), 30–43 (1997)

    Google Scholar 

  • Merrill, D.C., Reiser, B.J., Ranney, M., Trafton, J.G.: Effective tutoring techniques: A comparison of human tutors and intelligent tutoring systems. The Journal of the Learning Sciences 2(3), 277–306 (1992)

    Article  Google Scholar 

  • Mitrovic, A.: An intelligent SQL Tutor on the Web. International Journal of Artificial In-telligence and Education 13(2-4), 171–195 (2003)

    Google Scholar 

  • Mitrovic, A., Ohlsson, S.: Evaluation of a constraint-based tutor for a database language. International Journal of Artificial Intelligence and Education 10, 238–256 (1999)

    Google Scholar 

  • Nicaud, J.F., Bouhineau, D., Varlet, C., Nguyen-Xuan, A.: Towards a product for teaching formal algebra. In: Lajoie, S.P., Vivet, M. (eds.) Artificial Intelligence in Education. IOS Press, Amsterdam (1999)

    Google Scholar 

  • Norman, D.A.: Categorization of action slips. Psychological Review 88(1), 1–15 (1981)

    Article  MathSciNet  Google Scholar 

  • Rose, C.P., Roque, A., Bhembe, D., VanLehn, K.: A hybrid language understanding approach for robust selection of tutoring goals. In: Cerri, S.A., Gouardéres, G., Paraguaçu, F. (eds.) ITS 2002. LNCS, vol. 2363, pp. 552–561. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

  • Shapiro, J.A.: Algebra subsystem for an intelligent tutoring system. International Journal of Artificial Intelligence in Education 15(3), 205–228 (2005)

    Google Scholar 

  • Shute, V.J.: A macroadaptive approach to tutoring. Journal of Artificial Intelligence in Education 4(1), 61–93 (1993)

    Google Scholar 

  • Singley, M.K.: The reification of goal structures in a calculus tutor: Effects on problem solving performance. Interactive Learning Environments 1, 102–123 (1990)

    Article  Google Scholar 

  • VanLehn, K.: The behavior of tutoring systems. International Journal of Artificial Intelli-gence and Education 16, 227–265 (2006)

    Google Scholar 

  • VanLehn, K., Lynch, C., Schultz, K., Shapiro, J.A., Shelby, R.H., Taylor, L., et al.: The Andes physics tutoring system: Lessons learned. International Journal of Artificial Intelligence and Education 15(3), 147–204 (2005)

    Google Scholar 

  • Yibin, M., Jinxiang, L.: Intelligent tutoring system for symbolic calculation. In: Frasson, C., McCalla, G.I., Gauthier, G. (eds.) ITS 1992. LNCS, vol. 608. Springer, Heidelberg (1992)

    Google Scholar 

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VanLehn, K., van de Sande, B., Shelby, R., Gershman, S. (2010). The Andes Physics Tutoring System: An Experiment in Freedom. 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_21

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  • DOI: https://doi.org/10.1007/978-3-642-14363-2_21

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-14362-5

  • Online ISBN: 978-3-642-14363-2

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