An exact learning algorithm for autoassociative neural networks with binary couplings

Details An exact learning algorithm for autoassociative neural networks with binary couplings An exact learning algorithm for autoassociative neural networks with binary couplings

1997-06-05

arxiv.org/abs/cond-mat/9706043v1

J. Phys. A: Math. Gen. 30 (1997) 2349-2352

Physics

Condensed Matter

Disordered Systems and Neural Networks

LaTeX (ioplppt style), 5 pages, 2 (LaTeX) pictures

Scientific paper

10.1088/0305-4470/30/7/016

Exact solutions for the learning problem of autoassociative networks with binary couplings are determined by a new method. The use of a branch-and-bound algorithm leads to a substantial saving of computational time compared with complete enumeration. As a result, fully connected networks with up to 40 neurons could be investigated. The network capacity is found to be close to 0.83.

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