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Representations Need Self-Organizing Top-Down Expectations to Fit a Changing World

Abstract

The author's model "Chorus embodies an attempt to find out how far a mostly bottom-up approach to representation can be taken" (p. 22). Models which embody both bottom-up and top-down learning have stronger computational properties and explain more data about representation than feedforward models.Defense Advanced Research Projects Agency; Office of Naval Research (N00014-92-J-1309, N00014-95-1-0409, N00014-95-1-0657

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