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Connectionism

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Connectionism Summary

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Dictionary of Biological Psychology

connectionism

Connectionism is an approach to developing computer simulations of cognitive processes that attempts to capture the abstract information-processing capabilities of large groups of neurons. Information is represented as distributed patterns of activity over groups of simple, neuron-like processing units.

Co-operative and competitive interactions among units are governed by weighted connections between them; these weights are typically learned using an automatic training procedure (see BACKPROPAGATION; HEBB-LIKE RULE) based on experience with environmental inputs and outputs. Connectionist simulations have successfully modelled phenomena in many perceptual, cognitive, and motor domains.

See also: connectionist neuropsychology; distributed processing; neural networks; parallel processing; serial vs. parallel processing models

Reference

McClelland J.L, Rumelhart D.E., and the PDP Research Group (1986) Parallel Distributed Processing: Explorations in the Microstructure of Cognition, vol. 2, Psychological and Biological Models, MIT Press: Cambridge MA.

DAVID C.PLAUT

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Connectionism from Dictionary of Biological Psychology. ISBN: 0-203-29884-5. Published: 02-22-2001. ©2009 Taylor and Francis. All rights reserved.



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