Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
1999-09-15
Phys. Rev. Lett. 84 (2000) 3013-3016
Physics
Condensed Matter
Disordered Systems and Neural Networks
4 pages RevTeX, 2 figures PostScript, revised version
Scientific paper
10.1103/PhysRevLett.84.3013
A learning algorithm for multilayer neural networks based on biologically plausible mechanisms is studied. Motivated by findings in experimental neurobiology, we consider synaptic averaging in the induction of plasticity changes, which happen on a slower time scale than firing dynamics. This mechanism is shown to enable learning of the exclusive-OR (XOR) problem without the aid of error back-propagation, as well as to increase robustness of learning in the presence of noise.
Bornholdt Stefan
Klemm Konstantin
Schuster Heinz Georg
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