Holographic Reduced Representations: Convolution Algebra for Compositional Distributed Representations

by: TA Plate

edited by: J Mylopoulos, R Reiter

(1991), pp. 30-35.

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Abstract

A solution to the problem of representing compositional 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 representations are items in their own right, and can be used in constructing compositional structures. The noisy reconstructions given by...

@inproceedings{citeulike:2323234, abstract = {A solution to the problem of representing compositional 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 representations are items in their own right, and can be used in constructing compositional structures. The noisy reconstructions given by...}, address = {San Mateo, CA}, author = {Plate, T. A. }, booktitle = {Proceedings of the 12th International Joint Conference on Artificial Intelligence, Sydney, Australia, August 1991}, citeulike-article-id = {2323234}, editor = {Mylopoulos, J. and Reiter, R. }, keywords = {compositionality, connectionism, hrr}, pages = {30--35}, posted-at = {2008-02-02 15:53:39}, priority = {3}, publisher = {Morgan Kauffman}, title = {Holographic Reduced {R}epresentations: {C}onvolution Algebra for Compositional Distributed Representations}, url = {http://citeseer.ist.psu.edu/60152.html}, year = {1991} }

RIS record

TY - CONF ID - citeulike:2323234 L3 - citeulike-article-id:2323234 TI - Holographic Reduced {R}epresentations: {C}onvolution Algebra for Compositional Distributed Representations T2 - Proceedings of the 12th International Joint Conference on Artificial Intelligence, Sydney, Australia, August 1991 SP - 30 EP - 35 AD - San Mateo, CA PB - Morgan Kauffman N2 - A solution to the problem of representing compositional 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 representations are items in their own right, and can be used in constructing compositional structures. The noisy reconstructions given by... KW - compositionality KW - connectionism KW - hrr AU - Plate, TA A2 - Mylopoulos, J A2 - Reiter, R PY - 1991/// UR - http://citeseer.ist.psu.edu/60152.html ER -

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