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An exact learning algorithm for autoassociative neural networks with binary couplings

Disordered Systems and Neural Networks 2009-10-30 v1 q-bio

Abstract

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.

Keywords

Cite

@article{arxiv.cond-mat/9706043,
  title  = {An exact learning algorithm for autoassociative neural networks with binary couplings},
  author = {G. Milde and S. Kobe},
  journal= {arXiv preprint arXiv:cond-mat/9706043},
  year   = {2009}
}

Comments

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