A MONTE CARLO STUDY OF THE STORAGE CAPACITY AND EFFECTS OF THE CORRELATIONS INq-STATE POTTS NEURON SYSTEM

Burcu Akcan () and Yi̇ğit Gündüç ()
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Burcu Akcan: Physics Engineering Department, Hacettepe University, Beytepe, Ankara, 06530, Turkey
Yi̇ğit Gündüç: Physics Engineering Department, Hacettepe University, Beytepe, Ankara, 06530, Turkey

International Journal of Modern Physics C (IJMPC), 2002, vol. 13, issue 02, 199-206

Abstract: 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

Keywords: q-state Potts neuron; storage capacity; Monte Carlo simulation (search for similar items in EconPapers)
Date: 2002
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DOI: 10.1142/S012918310200305X

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