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.