A Monte Carlo study of the storage capacity and effects of the correlations in q-state Potts neuron system

Akcan B., Gunduc Y.

INTERNATIONAL JOURNAL OF MODERN PHYSICS C, cilt.13, sa.2, ss.199-206, 2002 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 13 Sayı: 2
  • Basım Tarihi: 2002
  • Doi Numarası: 10.1142/s012918310200305x
  • Dergi Adı: INTERNATIONAL JOURNAL OF MODERN PHYSICS C
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.199-206
  • Hacettepe Üniversitesi Adresli: Hayır

Özet

The storage capacity of the Potts neural network is studied by using Monte Carlo techniques. It is observed that the critical storage capacity formula of Kanter fits well to our data. The increase of the correlation between the initial patterns reduces the storage capacity. This reduction in capacity is proportional to the percentage of correlations and inversely proportional to the number of orientations that the Potts neurons can possess.