Abstract
This paper presents an adaptation of Luc Steels’s model of Category Formation and Language Sharing. The simple competitive learning algorithm is proposed as a more general means of creating categories from real-world perception. The model is shown to achieve high levels of coherence and to be very robust when two distinct populations are mixed together, with both populations learning each other’s words.
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Brooks, R.A.: Intelligence without representation. Artificial Intelligence 47, 139–159 (1991)
Harnad, S.: Category induction and representation. In: Harnad, S. (ed.) Categorical perception: The groundwork of cognition (1987)
Harnad, S.: The symbol grounding problem. Physica D 42, 335–346 (1990)
Hertz, J., Krogh, A., Palmer, R.: An Introduction to the Theory of Neural Computing. Pub. Addison-Wesley, CA (1991)
Lewin, M.: Concept Formation and Language Sharing: Combining Steels’ Language Games with Simple Competitive Learning. Masters thesis, School of Cognitive and Computing Sciences, University of Sussex (2002), Also available at http://www.cogs.susx.ac.uk/lab/adapt/EASy_MSc_abs_02.html
Newell, A., Simon, H.A.: Computer Science as empirical enquiry: Symbols and search. Communications of the ACM 19, 113–126 (1976)
Pierce, C.S.: Collected papers, vol. I–VIII. Harvard University Press, Cambridge (1931–1958)
Searle, J.: Minds, Brains, and Programs. Behavioral & Brain Sciences 3, 417–458 (1980)
Steels, L.: Emergent Adaptive Lexicons. In: Maes, P., Mataric, M.J., Meyer, J.A., Pollack, J., Wilson, S.W. (eds.) From animals to animats 4: proceedings of the Fourth International Conference on Simulation of Adaptive Behavior, pp. 562–567 (1996)
Steels, L.: Constructing and Sharing Perceptual Distinctions. In: van Someren, M.W., Widmer, G. (eds.) 9th European Conference on Machine Learning, pp. 4–13 (1997)
Steels, L.: Synthesising the Origins of Language and Meaning Using Co-Evolution, Self-Organisation and Level Formation. In: Hurford, J.R., Studdert-Kennedy, M., Knight, C. (eds.) Approaches to the Evolution of Language: social and cognitive bases, pp. 384–404 (1998)
Steels, L.: Language Games for Autonomous Robots. IEEE Intelligent Systems 16(5), 16–22 (2001)
Steels, L., Kaplan, F.: AIBO’s first words. The social learning of language and meaning. Evolution of Communication 4(1) (2001)
Steels, L., Kaplan, F., McIntyre, A., Van Looveren, J.: Crucial Factors in the Origins of Word-Meaning. In: Wray, A. (ed.) The Transition to Language, pp. 214–217 (2002)
Steels, L.: Grounding Symbols Through Evolutionary Language Games. In: Cangelosi, A., Parisi, D. (eds.) Simulating the Evolution of Language, pp. 211–226 (2002)
Vogt, P.: The physical symbol grounding problem. Cognitive Systems Research 3, 429–457 (2002)
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© 2003 Springer-Verlag Berlin Heidelberg
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Lewin, M., Spier, E. (2003). Language Games with Mixed Populations. In: Banzhaf, W., Ziegler, J., Christaller, T., Dittrich, P., Kim, J.T. (eds) Advances in Artificial Life. ECAL 2003. Lecture Notes in Computer Science(), vol 2801. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39432-7_49
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DOI: https://doi.org/10.1007/978-3-540-39432-7_49
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-20057-4
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