Minds and Machines

, Volume 5, Issue 1, pp 45–68

Representation, similarity, and the chorus of prototypes

  • Shimon Edelman
General Articles

DOI: 10.1007/BF00974189

Cite this article as:
Edelman, S. Mind Mach (1995) 5: 45. doi:10.1007/BF00974189

Abstract

It is proposed to conceive of representation as an emergent phenomenon that is supervenient on patterns of activity of coarsely tuned and highly redundant feature detectors. The computational underpinnings of the outlined concept of representation are (1) the properties of collections of overlapping graded receptive fields, as in the biological perceptual systems that exhibit hyperacuity-level performance, and (2) the sufficiency of a set of proximal distances between stimulus representations for the recovery of the corresponding distal contrasts between stimuli, as in multidimensional scaling. The present preliminary study appears to indicate that this concept of representation is computationally viable, and is compatible with psychological and neurobiological data.

Key words

Vision categorization representation similarity receptive fields multidimensional scaling feature spaces 

Copyright information

© Kluwer Academic Publishers 1995

Authors and Affiliations

  • Shimon Edelman
    • 1
  1. 1.Dept. of Applied Mathematics and Computer ScienceThe Weizmann Institute of ScienceRehovotIsrael

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