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, ss.199-206, 2002 (SCI İndekslerine Giren Dergi) identifier identifier

  • Cilt numarası: 13 Konu: 2
  • Basım Tarihi: 2002
  • Doi Numarası: 10.1142/s012918310200305x
  • Dergi Adı: INTERNATIONAL JOURNAL OF MODERN PHYSICS C
  • Sayfa Sayıları: ss.199-206

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.