Modelling the transition from perceptual to conceptual organization

Westermann, Gert and Mareschal, Denis (2009) Modelling the transition from perceptual to conceptual organization. In: Connectionist models of behaviour and cognition II : proceedings of the 11th neural computation and psychology workshop. WORLD SCIENTIFIC PUBL CO PTE LTD, SINGAPORE, pp. 153-164. ISBN 9789812834225

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.