Abstract
This chapter examines why learning theories expressed as artificial intelligence programs have not had much direct effect on education and training. It suggests a new research direction.
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References
Anderson, J. R. The Architecture of Cognition, Cambridge, MA: Harvard. 1983.
Anderson, J. R. Skill acquisition: Compilation of weak-method problem solutions. Psychological Review, 94 (2), 192–210. 1987.
Anderson, J. R. The Adaptive Character of Thought. Cambridge, MA: MIT Press, (in press).
Anderson, J. R., Boyle, C. F., Farrell, R., Reiser, B. J. Cognitive principles in the design of computer tutors. In Proceedings of the Cognitive Science Society Conference. Hillsdale, NJ: Erlbaum. 1984.
Anzai, T. Doing, understanding and learning in problem solving. In D. Klahr, P. Langley, R. Neches (Eds.), Production System Models of Learning and Development. Cambridge, MA: MIT Press. 1987.
Bhaskar, R. Simon, H. A. Problem solving in a semantically rich domains: An example from engineering thermodynamics. Cognitive Science, 1, 193–215. 1977.
Brown, J. S. VanLehn, K. (1980). Repair Theory: A generative theory of bugs in procedural skills. Cognitive Science, 4, 379–426.
Burton, R. B. Diagnosing bugs in a simple procedural skill. In D. H. Sleeman J. S. Brown (Eds.), Intelligent Tutoring Systems. New York: Academic. 157–183. 1982.
Chi, M. T. H., Bassok, M., Lewis, M., Reimann, P., Glaser, R. Self explanations: How students study and use examples in learning to solve problems. Cognitive Science, 13, 145–182. 1989.
Glymour, C., Scheines, R., Spirtes, P., Kelly, K. Discovering Causal Structure. Orlando, FL: Academic Press. 1987.
Holland, J. H., Holyoak, K. J., Nisbett, R. E., Thagard, P. R. Induction: Process of Inference, Learning and Discovery. Cambridge, MA: MIT Press. 1986.
John, B. Contributions to engineering models of human-computer interaction. Doctoral dissertation, Department of Psychology, Carnegie Mellon University. 1988.
Kessler, C. M. Transfer of Programming Skills in Novice LISP Learners. Doctoral dissertation, Department of Psychology, Carnegie Mellon University. 1988.
Kowalski, B. VanLehn, K. Inducing subject models from protocol data. In V. Patel (Ed.), Proceedings of the Tenth Annual Conference of the Cognitive Science Society. Hillsdale, NJ: Erlbaum. 1988.
Kulkarni, D. Simon, H. A. The process of scientific discovery: the strategy of experimentation. Cognitive Science, 12, 139–175. 1988.
Laird, J. E., Newell, A., Rosenbloom, P. S. Soar: an architecture for general intelligence. Artificial Intelligence, 33, 1–64. 1987.
Langley, P., Simon, H. A., Bradshaw, G. L, Zytkow, J. M. Scientific Discovery: Computational Explorations of the Creative Process. Cambridge, MA: MIT Press. 1987.
Lindsay, R., Buchanan, B. H., Feigenbaum, E. A., Lederberg, J. DENDRAL. New York: McGraw-Hill. 1980.
Newell, A. Unified Theories of Cognition. Cambridge, MA: Harvard, (in press).
Newell, A. Simon, H. A. Human Problem Solving. Englewood Cliffs, NJ: Prentice-Hall. 1972.
Ohlsson, S. Truth versus appropriateness: relating declarative to procedural knowledge. In D. Klahr, P. Langley, R. Neches (Eds.), Production System Models of Learning and Development. Cambridge, MA: MIT Press. 1987.
Ohlsson, S. Langley, P. Identifying solution paths in cognitive diagnosis. (Technical Report CMU-RI-TR-84-7). Pittsburgh, PA: Robotic Institute, CMU. 1985.
Ohlsson, S. Langley, P. Psychological evaluation of path hypotheses in cognitive diagnosis. In H. Mandl A. Lesgold (Eds.), Learning Issues for Intelligent Tutoring Systems. New York: Springer Verlag. 1988.
Rosenbloom, P. Newell, A. Learning by chunking: A production system model of practice. In D. Klahr, P. Langley, R. Neches (Eds.), Production System Models of Learning and Development. Cambridge, MA: MIT Press. 1987.
Shavlik, J. W. Learning classical physics. In T. M. Mitchell, J. G. Carbonell, R. S. Michalski (Eds.), Machine Learning: A Guide to Current Research. Higham, MA: Kluwer. 1986.
Siegler, R. S. Strategy choices in subtraction. In J. Sloboda D. Rogers (Eds.), Cognitive Processes in Mathematics. Oxford, UK: Oxford University Press. 1987.
Siegler, R. S. Strategy choice procedures and the development of multiplication skill. Journal of Experimental Psychology: General, 117, 258–275. 1988.
Siegler, R. S. Shrager, J. Strategy choices in addition: How do children know what to do? In C. Sophian (Ed.), Origins of Cognitive Skill. Hillsdale, NJ: Erlbaum. 1984.
Singley, M. K. Anderson, J. R. The transfer of text-editing skill. International Journal of Man-Machine Studies, 22, 403–423. 1985.
Singley, M. K. Anderson, J. R. A keystroke analysis of learning and transfer in text editing. Human-Computer Interaction. 1988.
Valiant, L. G. A theory of the learnable. Communications of the ACM, 27 (11), 1134–1142. 1984.
VanLehn, K. Felicity conditions for human skill acquisition: Validating an AI-based theory (Technical Report CIS-21). Xerox Palo Alto Research Center. Out of print, but available from University Microfilms, 300 North Zeeb Road, Ann Arbor, MI 49106. 1983a.
VanLehn, K. Human skill acquisition: Theory, model and psychological validation. In M. R. Genesereth (Ed.), Proceedings of AAAI-83. Los Altos, CA: Morgan Kaufmann. 1983b.
VanLehn, K. Learning one subprocedure per lesson. Artificial Intelligence, 31(1), 1–40. Reprinted in Shavlik, J. W. Dietterich, T. G. (Eds.). Readings in Machine Learning. Palo Alto, CA: Morgan Kaufmann. 1987.
VanLehn, K. Toward a theory of impasse-driven learning. In H. Mandl A. Lesgold (Eds.), Learning Issues for Intelligent Tutoring Systems. New York: Springer Verlag. 1988.
VanLehn, K. Mind Bugs: The origins of procedural misconceptions. Cambridge, MA: MIT Press. 1990.
VanLehn, K. Felicity conditions for cognitive skill acquisition: Tutorial instruction does not need them. Cognition and Instruction. Currently available as technical report PCG-17, Department of Psychology, Carnegie Mellon University.(submitted).
VanLehn, K. Ball, W. Teton: An architecture for analysis of protocol data. In K. VanLehn (Ed.), Architectures for Intelligence. Hillsdale, NJ: Erlbaum. (in press).
VanLehn, K. Garlick, S. Cirrus: An automated protocol analysis tool. In P. Langley (Ed.), Proceedings of the Fourth Machine Leaning Workshop. Los Altos, CA: Morgan Kaufmann. 1987.
VanLehn, K., Ball, W., Kowalski, B. Non-LIFO execution of cognitive procedures. Cognitive Science, 13, 415–465. 1989.
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VanLehn, K. (1992). A Workbench for Discovering Task Specific Theories of Learning. In: Scanlon, E., O’Shea, T. (eds) New Directions in Educational Technology. NATO ASI Series, vol 96. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-77750-9_3
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DOI: https://doi.org/10.1007/978-3-642-77750-9_3
Publisher Name: Springer, Berlin, Heidelberg
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