Effects of Nonlinear Synapses on the Performance of Multilayer Neural Networks

DÜNDAR G., Hsu F., Rose K.

Neural Computation, cilt.8, sa.5, ss.939-949, 1996 (Scopus) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 8 Sayı: 5
  • Basım Tarihi: 1996
  • Doi Numarası: 10.1162/neco.1996.8.5.939
  • Dergi Adı: Neural Computation
  • Derginin Tarandığı İndeksler: Scopus
  • Sayfa Sayıları: ss.939-949
  • Boğaziçi Üniversitesi Adresli: Evet

Özet

The problems arising from the use of nonlinear multipliers in multilayer neural network synapse structures are discussed. The errors arising from the neglect of nonlinearitiès are shown and the effect of training in eliminating these errors is discussed. A method for predicting the final errors resulting from nonlinearities is described. Our approximate results are compared with the results from circuit simulations of an actual multiplier circuit.