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Exemplars, Prototypes and Conceptual Spaces

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Book cover Biologically Inspired Cognitive Architectures 2012

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 196))

Abstract

This paper deals with the problem of the computational representation of “non classical” concepts, i.e. concepts that do not admit a definition in terms of necessary and sufficient conditions (sect. 1). We review some empirical evidence from the field of cognitive psychology, suggesting that concept representation is not an unitary phenomenon. In particular, it seems likely that human beings employ (among other things) both prototypes and exemplar based representations in order to deal with non classical concepts (sect. 2). We suggest that a cognitively in-spired, hybrid prototype-exemplar based approach could be useful also in the field of artificial computational systems (sect. 3). In sect. 4, we take into consideration conceptual spaces as a suitable framework for developing some aspects of such a hybrid approach (sect. 5). Some conclusion follows (sect. 6).

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References

  1. Wittgenstein, L.: Philosophische Untersuchungen. Blackwell, Oxford (1953)

    Google Scholar 

  2. Rosch, E.: Cognitive representation of semantic categories. Journal of Experimental Psychology 104, 573–605 (1975)

    Google Scholar 

  3. Murphy, G.L.: The Big Book of Concepts. The MIT Press, Cambridge (2002)

    Google Scholar 

  4. Machery, E.: Doing without Concepts. Oxford University Press, Oxford (2009)

    Book  Google Scholar 

  5. Frixione, M., Lieto, A.: Prototypes Vs Exemplars in Concept Representation. In: Proc. KEOD, Barcelona (2012)

    Google Scholar 

  6. Medin, D.L., Schaffer, M.M.: Context theory of classification learning. Psyc. Rev. 85(3), 207–238 (1978)

    Article  Google Scholar 

  7. Medin, D.L., Schwanenflugel, P.J.: Linear separability in classification learning. J. of Exp. Psyc.: Human Learning and Memory 7, 355–368 (1981)

    Article  Google Scholar 

  8. Malt, B.C.: An on-line investigation of prototype and exemplar strategies in classification. Journal of Experimental Psychology: Learning, Memory, and Cognition 15(4), 539–555 (1989)

    Article  Google Scholar 

  9. Asby, F.G., Maddox, W.T.: Human Category Learning. Annu. Rev. Psychol. 56, 149–178 (2005)

    Article  Google Scholar 

  10. Kri, S.: The cognitive neuroscience of category learning. Brain Research Reviews 43(1), 85–109 (2003)

    Article  Google Scholar 

  11. Smith, E.E., Jonides, J.: The Cognitive Neuroscience of Categorization. In: Gazzaniga, M.S. (ed.) The New Cognitive Neurosciences, 2nd edn. MIT Press (2000)

    Google Scholar 

  12. Squire, L., Knowlton, B.: Learning about categories in the absence of memory. Proc. Nat. Acad. Sc. USA 92(26), 12470–12474 (1995)

    Article  Google Scholar 

  13. Gardenfors, P.: Conceptual Spaces: The Geometry of Thought. The MIT Press/Bradford Books, Cambridge, MA (2000)

    Google Scholar 

  14. Mastrogiovanni, F., Scalmato, A., Sgorbissa, A., Zaccaria, R.: Problem Awareness for Skilled Humanoid Robots. The Int. J. of Machine Consciousness 3(1), 91–114 (2011)

    Article  Google Scholar 

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Correspondence to Marcello Frixione .

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Frixione, M., Lieto, A. (2013). Exemplars, Prototypes and Conceptual Spaces. In: Chella, A., Pirrone, R., Sorbello, R., Jóhannsdóttir, K. (eds) Biologically Inspired Cognitive Architectures 2012. Advances in Intelligent Systems and Computing, vol 196. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-34274-5_26

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  • DOI: https://doi.org/10.1007/978-3-642-34274-5_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-34273-8

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