The Effects of Quantization on Multilayer Neural Networks

DÜNDAR G., Rose K.

IEEE Transactions on Neural Networks, cilt.6, sa.6, ss.1446-1451, 1995 (Scopus) identifier identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 6 Sayı: 6
  • Basım Tarihi: 1995
  • Doi Numarası: 10.1109/72.471364
  • Dergi Adı: IEEE Transactions on Neural Networks
  • Derginin Tarandığı İndeksler: Scopus
  • Sayfa Sayıları: ss.1446-1451
  • Boğaziçi Üniversitesi Adresli: Evet

Özet

The effect of weight quantization in multilayer neural networks is discussed. A method is derived by which one can predict the performance degradation at the output given the properties of the network and number of bits of quantization. Predictions from this method are evaluated against simulation results. An algorithm to decrease the noise at the output is presented and the results are compared with those above. © 1995 IEEE