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An Adaptive, Associative Optical Computing Element

Authors: A. D. Fisher; C. L. Giles; John N. Lee;

An Adaptive, Associative Optical Computing Element

Abstract

An associative memory is essentially a mechanism for storing pairs of information patterns u¯ and v¯, so that at a later time presentation of one pattern, u¯, will result in recall of the other, v¯. These information patterns are represented here as time-varying vectors, u¯, v¯, of n discrete binary or analogue elements. These vectors could encode, for example, pixel intensities from a n×n 2-D image, strings of characters from a textual database, speech spectral samples, the state variables of a control system, features extracted from a scene, or the output of a robot's sensors. A large number of paradigms have been advanced for implementing associative memory. These1,2 range from purely deterministic matrix multipliers and content-addressable digital memories to holography and randomly interconnected neural network models. The various associative memory schemes offer differing performance capabilities in terms of such measures as1,2 information capacity, the ability to recall v¯ when presented with only a similar (e.g., partial or distorted) version of the key pattern u¯, discrimination ability between significantly different u's, information pattern crosstalk, hardware fault-tolerance, pretaught versus adaptive self-organizing capabilties, implementational complexity, and retentiveness/forgeting of old associations. It is sometimes desirable to distinguish an autoassociative memory, where u¯ recalls itself, from a heteroassociative memory, where u¯ and v¯ differ.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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