"436","Neural model of transfer-of-binding in visual relative motion perception.","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.","http://cogprints.org/436/","Marshall, J.A. and Schmitt, C.P. and Kalarickal, G.J. and Alley, R.K.","UNSPECIFIED","       <span class=\"person_name\">Marshall, J.A.</span> and <span class=\"person_name\">Schmitt, C.P.</span> and <span class=\"person_name\">Kalarickal, G.J.</span> and <span class=\"person_name\">Alley, R.K.</span>     (1998)  <a href=\"http://cogprints.org/436/\"><em>Neural model of transfer-of-binding in visual relative motion perception.</em></a>       [Preprint]           ","","1998-01"