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Information processing in three-state neural networks
Authors:C. Meunier  D. Hansel  A. Verga
Affiliation:(1) Centre de Physique Théorique, UPR A0014 CNRS, Ecole Polytechnique, 91128 Palaiseau Cedex, France;(2) Present address: Racah Institute of Physics, Hebrew University, 91904 Jerusalem, Israel
Abstract:We introduce networks of three-state neurons, where the additional state embodies the absence of information. Their dynamical behavior is studied from the standpoint of information processing. These networks display strong pattern completion capabilities. Moreover, inference naturally occurs between coherent patterns.
Keywords:Neural networks  three-state neurons  information processing  pattern completion  inferential properties
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