TY  - GEN
ID  - cogprints436
UR  - http://cogprints.org/436/
A1  - Marshall, J.A.
A1  - Schmitt, C.P.
A1  - Kalarickal, G.J.
A1  - Alley, R.K.
TI  - Neural model of transfer-of-binding in visual relative motion perception.
Y1  - 1998/01//
N2  - A new way of measuring generalization in unsupervised learning is presented. The measure is based on an exclusive allocation, or credit assignment, criterion. In a classifier that satisfies the criterion, input patterns are parsed so that the credit for each input feature is assigned exclusively to one of multiple, possibly overlapping, output categories. Such a classifier achieves context-sensitive, global representations of pattern data. Two additional constraints, sequence masking and uncertainty multiplexing, are described; these can be used to refine the measure of generalization. The generalization performance of EXIN networks, winner-take-all competitive learning networks, linear decorrelator networks, and Nigrin's SONNET-2 network is compared.
AV  - public
ER  -

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