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- W2045644548 abstract "Abstract We investigate the pattern recognition ability of the fully connected Hopfield model of a neural network under the influence of a persistent stimulus field. The model considers a biased training with a stronger contribution to the synaptic connections coming from a particular stimulated pattern. Within a mean-field approach, we computed the recognition order parameter and the full phase diagram as a function of the stimulus field strength h , the network charge α and a thermal-like noise T . The stimulus field improves the network capacity in recognizing the stimulated pattern while weakening the first-order character of the transition to the non-recognition phase. We further present simulation results for the zero temperature case. A finite-size scaling analysis provides estimates of the transition point which are very close to the mean-field prediction." @default.
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- W2045644548 date "2009-04-01" @default.
- W2045644548 modified "2023-10-05" @default.
- W2045644548 title "Recognition ability of the fully connected Hopfield neural network under a persistent stimulus field" @default.
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- W2045644548 doi "https://doi.org/10.1016/j.physa.2008.12.025" @default.
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