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A phase transition between localist and distributed representation

  • Peter C. M. Molenaar (a1) and Maartje E. J. Raijmakers (a1)

Abstract

Bifurcation analysis of a real-time implementation of an ART network, which is functionally similar to the generalized localist model discussed in Page's manifesto shows that it yields a phase transition from local to distributed representation owing to continuous variation of the range of inhibitory connections. Hence there appears to be a qualitative dichotomy between local and distributed representations at the level of connectionistic networks conceived of as instances of nonlinear dynamical systems.

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A phase transition between localist and distributed representation

  • Peter C. M. Molenaar (a1) and Maartje E. J. Raijmakers (a1)

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