Representation, similarity, and the chorus of prototypes

Minds and Machines 5 (1):45-68 (1995)
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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

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Shimon Edelman
Cornell University

Citations of this work

Dual PECCS: A Cognitive System for Conceptual Representation and Categorization.Antonio Lieto, Daniele Radicioni & Valentina Rho - 2017 - Journal of Experimental and Theoretical Artificial Intelligence 29 (2):433-452.
Mental imagery.Nigel J. T. Thomas - 2001 - Stanford Encyclopedia of Philosophy.
Representation is representation of similarities.Shimon Edelman - 1998 - Behavioral and Brain Sciences 21 (4):449-467.

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