Effect of time-correlation of input patterns on the convergence of on-line learning

Details Effect of time-correlation of input patterns on the convergence of on-line learning Effect of time-correlation of input patterns on the convergence of on-line learning

1996-06-28

arxiv.org/abs/adap-org/9606005v1

Phys.Rev.E53 (1996) 4217

Nonlinear Sciences

Adaptation and Self-Organizing Systems

8 pages(Revtex), 5 figures

Scientific paper

10.1103/PhysRevE.53.4217

We studied the effects of time correlation of subsequent patterns on the convergence of on-line learning by a feedforward neural network with backpropagation algorithm. By using chaotic time series as sequences of correlated patterns, we found that the unexpected scaling of converging time with learning parameter emerges when time-correlated patterns accelerate learning process.

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