?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Neural+model+of+transfer-of-binding+in+visual+relative+motion+perception.&rft.creator=Marshall%2C+J.A.&rft.creator=Schmitt%2C+C.P.&rft.creator=Kalarickal%2C+G.J.&rft.creator=Alley%2C+R.K.&rft.subject=Cognitive+Psychology&rft.subject=Artificial+Intelligence&rft.subject=Complexity+Theory&rft.subject=Machine+Learning&rft.subject=Machine+Vision&rft.subject=Neural+Nets&rft.subject=Statistical+Models&rft.subject=Perceptual+Cognitive+Psychology&rft.description=A+new+way+of+measuring+generalization+in+unsupervised+learning+is+presented.+The+measure+is+based+on+an+exclusive+allocation%2C+or+credit+assignment%2C+criterion.+In+a+classifier+that+satisfies+the+criterion%2C+input+patterns+are+parsed+so+that+the+credit+for+each+input+feature+is+assigned+exclusively+to+one+of+multiple%2C+possibly+overlapping%2C+output+categories.+Such+a+classifier+achieves+context-sensitive%2C+global+representations+of+pattern+data.+Two+additional+constraints%2C+sequence+masking+and+uncertainty+multiplexing%2C+are+described%3B+these+can+be+used+to+refine+the+measure+of+generalization.+The+generalization+performance+of+EXIN+networks%2C+winner-take-all+competitive+learning+networks%2C+linear+decorrelator+networks%2C+and+Nigrin's+SONNET-2+network+is+compared.&rft.date=1998-01&rft.type=Preprint&rft.type=PeerReviewed&rft.format=application%2Fpostscript&rft.identifier=http%3A%2F%2Fcogprints.org%2F436%2F2%2Fxfer-bind9701.ps&rft.identifier=++Marshall%2C+J.A.+and+Schmitt%2C+C.P.+and+Kalarickal%2C+G.J.+and+Alley%2C+R.K.++(1998)+Neural+model+of+transfer-of-binding+in+visual+relative+motion+perception.++%5BPreprint%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F436%2F