Neural Computation
May 1993, Vol. 5, No. 3, Pages 473-482
(doi: 10.1162/neco.1993.5.3.473)
Robustness in Multilayer Perceptrons
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Abstract
In this paper, we study the robustness of multilayer networks versus the destruction of neurons. We show that the classical backpropagation algorithm does not lead to optimal robustness and we propose a modified algorithm that improves this capability.