PMID: 8589862Sep 1, 1995Paper

Learning in recurrent finite difference networks

International Journal of Neural Systems
F S Tsung, G W Cottrell

Abstract

A recurrent learning algorithm based on a finite difference discretization of continuous equations for neural networks is derived. This algorithm has the simplicity of discrete algorithms while retaining some essential characteristics of the continuous equations. In discrete networks learning smooth oscillations is difficult if the period of oscillation is too large. The network either grossly distorts the waveforms or is unable to learn at all. We show how the finite difference formulation can explain and overcome this problem. Formulas for learning time constants and time delays in this framework are also presented.

Citations

Feb 5, 2008·IEEE Transactions on Neural Networks·L LeistritzE Kochs

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