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A Hopfield Neural Network Model in a Transverse Field
Authors:Yu-Qiang MA  Yue-Ming ZHANG  C. D. GONG
Affiliation:1. Department of Physics, Nanjing University, Nanjing 210008, China;2. CCAST (World Laboratory), P. O. Box 8730, Beijing 100080, China;3. Department of Physics, Nanjing Medical College, Nanjing 210009, China
Abstract:A Hopfield model with transverse fields that induce tunneling among neurons is presented. A set of equations for the order parameters describing retrieval and spin glass phases of Hopfield model in a transverse field are obtained without using the tedious replica method, and the memory storage capacity of networks is andysed as a function of the temperatureand transverse field.
Keywords:
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