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6 x 9, illustrated
ISSN
0899-7667
E-ISSN
1530-888X
2014 Impact factor:
2.21

Neural Computation

May 1993, Vol. 5, No. 3, Pages 473-482
(doi: 10.1162/neco.1993.5.3.473)
© 1993 Massachusetts Institute of Technology
Robustness in Multilayer Perceptrons
Article PDF (375.05 KB)
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.