Learning multilayer perceptrons efficiently

Details Learning multilayer perceptrons efficiently Learning multilayer perceptrons efficiently

2001-01-10

arxiv.org/abs/cond-mat/0101132v1

Physics

Condensed Matter

Disordered Systems and Neural Networks

5 pages, 3 figures, to appear: Phys. Rev. Letts

Scientific paper

A learning algorithm for multilayer perceptrons is presented which is based
on finding the principal components of a correlation matrix computed from the
example inputs and their target outputs. For large networks our procedure needs
far fewer examples to achieve good generalization than traditional on-line
algorithms.

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