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Neural Computation

September 1992, Vol. 4, No. 5, Pages 703-711
(doi: 10.1162/neco.1992.4.5.703)
© 1992 Massachusetts Institute of Technology
On the Information Storage Capacity of Local Learning Rules
Article PDF (396.05 KB)
Abstract

A simple relation between the storage capacity A for autoassociation and H for heteroassociation with a local learning rule is demonstrated: H = 2A. Both values are bounded by local learning bounds: A ≤ LA and H ≤ LH. LH = 2LA is evaluated numerically.