Abstract
This chapter outlines an approach to building robots with anticipatory behavior based on analogies with past episodes. Anticipatory mechanisms are used to make predictions about the environment and to control selective attention and top-down perception. An integrated architecture is presented that perceives the environment, reasons about it, makes predictions and acts physically in this environment. The architecture is implemented in an AIBO robot. It successfully finds an object in a house-like environment. The AMBR model of analogy-making is used as a basis, but it is extended with new mechanisms for anticipation related to analogical transfer, for top down perception and selective attention. The bottom up visual processing is performed by the IKAROS system for brain modeling. The chapter describes the first experiments performed with the AIBO robot and demonstrates the usefulness of the analogy-based anticipation approach.
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References
Hofstadter, D.: Analogy as the Core of Cognition. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, MIT Press, Cambridge, MA (2001)
Holyoak, K., Gentner, D., Kokinov, B.: The Place of Analogy in Cognition. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, MIT Press, Cambridge, MA (2001)
Kokinov, B., French, R.: Computational Models of Analogy-Making. In: Lynn Nadel (ed.) Encyclopedia of Cognitive Science. London: Macmillan, Nature Publishing Group, pp. 113–118 (2002)
Gentner, D.: Structure-mapping: A theoretical framework for analogy. Cognitive Science 7, 155–170 (1983)
Falkenhainer, B., Forbus, K., Gentner, D.: The structure mapping engine: Algorithm and examples. Artificial Intelligence 41(1), 1–63 (1989)
Forbus, K., Gentner, D., Law, K.: MAC/FAC: A model of similarity-based retrieval. Cognitive Science 19(2), 141–205 (1995)
Holyoak, K., Thagard, P.: Analogical mapping by constraint satisfaction. Cognitive Science 13, 295–355 (1989)
Hummel, J., Holyoak, K.: Distributed representation of structure: A theory of analogical access and mapping. Psychological Review 104, 427–466 (1997)
Hofstadter, D.: The Fluid Analogies Research Group: Fluid concepts and creative analogies. Basic Books, New York (1995)
Mitchell, M.: Analogy-making as Perception: A computer model. MIT Press, Cambridge, MA (1993)
French, R.: The Subtlety of Sameness: A theory and computer model of analogy making. MIT Press, Cambridge, MA (1995)
Charlmers, D., French, R., Hofstadter, D.: High- Level Perception, Representation, and Analogy: A Critique of Artificial Intelligence Methodology. Journal of Experimental and Theoretical AI 4(3), 185–211 (1992)
Kokinov, B.: A hybrid model of reasoning by analogy. In: Holyoak, K., Barnden, J. (eds.) Advances in connectionist and neural computation theory: Analogical connections, vol. 2, pp. 247–318. Ablex, Norwood, NJ (1994a)
Kokinov, B., Petrov, A.: Dynamic Extension of Episode Representation in Analogy-Making in AMBR. In: Proceedings of the 22nd Annual Conference of the Cognitive Science Society, Erlbaum, Hillsdale (2000)
Kokinov, B., Petrov, A.: Integration of Memory and Reasoning in Analogy-Making: The AMBR Model. In: Gentner, D., Holyoak, K., Kokinov, B. (eds.) The Analogical Mind: Perspectives from Cognitive Science, MIT Press, Cambridge, MA (2001)
Petrov, A., Kokinov, B.: Processing symbols at variable speed in DUAL: Connectionist activation as power supply. In: Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, (IJCAI-99), pp. 846–851. Morgan Kaufman, San Francisco, CA (1999)
Kokinov, B.: The DUAL cognitive architecture: A hybrid multi-agent approach. In: Proceedings of the Eleventh European Conference of Artificial Intelligence, (ECAI-94), John Wiley & Sons, London (1994b)
Balkenius, C., Moren, J.: From Isolated Components to Cognitive Systems. ERCIM News 53 (2003)
Balkenius, C., Moren, J., Johansson, B.: System-Level Cognitive Modeling with Ikaros. Lund University Cognitive Studies 133 (2007)
Petkov, G., Naydenov, C., Grinberg, M., Kokinov, B.: Building Robots with Analogy-Based Anticipation. In: Proceedings of the KI 2006, 29th German Conference on Artificial Intelligence, Bremen, 2006 (in press)
Duncan, J.: Selective attention and the organization of visual information. Journal of Experimental Psychology: General 113, 501–517 (1984)
Chalmers, D., French, R., Hofstadter, D.: High-level perception, representation, and analogy: A critique of artificial intelligence methodology. Journal for Experimental and Theoretical Artificial Intelligence 4, 185–211 (1992)
Dacey, D.M.: Circuitry for Color Coding in the Primate Retina. Proceedings of the National Academy of Sciences 93, 582–588 (1996)
Hubel, D.H., Wiesel, T.N.: Receptive fields and functional architecture of monkey striate cortex. J Physiol 195(1), 215–243 (1968)
Paradiso, M.A., Nakayama, K.: Brightness perception and filling-in. Vision Research 31, 1221–1236 (1991)
Grossberg, S.: The complementary brain: unifying brain dynamics and modularity. Trends in Cognitive Sciences 4, 233–246 (2000)
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Kiryazov, K., Petkov, G., Grinberg, M., Kokinov, B., Balkenius, C. (2007). The Interplay of Analogy-Making with Active Vision and Motor Control in Anticipatory Robots. In: Butz, M.V., Sigaud, O., Pezzulo, G., Baldassarre, G. (eds) Anticipatory Behavior in Adaptive Learning Systems. ABiALS 2006. Lecture Notes in Computer Science(), vol 4520. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74262-3_13
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DOI: https://doi.org/10.1007/978-3-540-74262-3_13
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