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
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Harnad, S
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Ramscar, M.
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Hahn, U.
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Cambouropolos, E.
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Pain, H.
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1997
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.)
Proceedings of SimCat 1997: Interdisciplinary Workshop on Similarity and Categorization.
.
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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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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
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Date deposited: 26 Mar 2000
Last modified: 15 Mar 2024 02:48
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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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