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    Modelling the transition from perceptual to conceptual organization

    Westermann, Gert and Mareschal, Denis (2009) Modelling the transition from perceptual to conceptual organization. In: Mayor, J. and Ruh, N. and Plunkett, K. (eds.) Connectionist Models of Behaviour and Cognition II. Progress in Neural Processing 18. Singapore: World Scientific, pp. 153-164. ISBN 9789812834225.

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    Abstract

    We present a neural network model of the transition from early, perceptually-based category formation to conceptual categorization based on the learning of category labels. The model investigates the interactions between category structure and labelling success in terms of category compactness, between-category similarity, frequency of labelling and prelinguistic object knowledge. By providing accounts both of the effect of category structure on word learning and of word learning on category structure the model presents the first step of a unified account of category and word learning.

    Metadata

    Item Type: Book Section
    School: Birkbeck Faculties and Schools > Faculty of Science > School of Psychological Sciences
    Research Centres and Institutes: Educational Neuroscience, Centre for, Brain and Cognitive Development, Centre for (CBCD)
    Depositing User: Administrator
    Date Deposited: 21 Mar 2011 15:37
    Last Modified: 02 Aug 2023 16:50
    URI: https://eprints.bbk.ac.uk/id/eprint/1537

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