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Warping Similarity Space in Category Learning by Backprop Nets

Warping Similarity Space in Category Learning by Backprop Nets
Warping Similarity Space in Category Learning by Backprop Nets
We report simulations with backpropagation networks trained to discriminate and then categorize a set of stimuli. The findings suggest a possible mechanism for categorical perception based on altering interstimulus similarity.
263 - 269
Tijsseling, A
50770639-0c1e-4d00-ae4c-ef28a7d73f97
Harnad, S
442ee520-71a1-4283-8e01-106693487d8b
Ramscar, M.
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Hahn, U.
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Cambouropolos, E.
9b20ea11-5f83-4233-85e4-0d7384e074ca
Pain, H.
b78503d0-4dde-47eb-a1dd-be34809c219c
Tijsseling, A
50770639-0c1e-4d00-ae4c-ef28a7d73f97
Harnad, S
442ee520-71a1-4283-8e01-106693487d8b
Ramscar, M.
df8f7015-149f-47d1-8c74-7a76b40f20c4
Hahn, U.
7075581e-7070-46e7-8313-64ed8190d214
Cambouropolos, E.
9b20ea11-5f83-4233-85e4-0d7384e074ca
Pain, H.
b78503d0-4dde-47eb-a1dd-be34809c219c

Tijsseling, A and Harnad, S, (1997) Warping Similarity Space in Category Learning by Backprop Nets Ramscar, M., Hahn, U., Cambouropolos, E. and Pain, H. (eds.) At Proceedings of SimCat 1997: Interdisciplinary Workshop on Similarity and Categorization. , 263 - 269.

Record type: Conference or Workshop Item (Other)

Abstract

We report simulations with backpropagation networks trained to discriminate and then categorize a set of stimuli. The findings suggest a possible mechanism for categorical perception based on altering interstimulus similarity.

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More information

Published date: 1997
Venue - Dates: Proceedings of SimCat 1997: Interdisciplinary Workshop on Similarity and Categorization, 1997-01-01
Organisations: Web & Internet Science

Identifiers

Local EPrints ID: 252867
URI: http://eprints.soton.ac.uk/id/eprint/252867
PURE UUID: 76c1f682-70ca-4f8a-96e4-28059d061590

Catalogue record

Date deposited: 26 Mar 2000
Last modified: 18 Jul 2017 10:01

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Contributors

Author: A Tijsseling
Author: S Harnad
Editor: M. Ramscar
Editor: U. Hahn
Editor: E. Cambouropolos
Editor: H. Pain

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