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A new fast learning algorithm for a multilayer feedforward neural network is presented. The new algorithm, based on an innovative variable step size and gradient averaging, has excellent properties to overcome major drawbacks of the backpropagation algorithm and shows high convergence speed. The improved performance of new algorithm in comparison with other algorithms is verified via computer simulations.
Date of Publication: 12 March 1992