Holographic Reduced Representations: Convolution Algebra for Compositional Distributed Representations

A solution to the problem of representing compo-sitional structure using distributed representations is described. The method uses circular convolution to associate items, which are represented by vectors. Arbitrary variable bindings, short sequences of various lengths, frames, and reduced representations can be compressed into a fixed width vector. These… (More)