Critical Echo State Networks that Anticipate Input using Morphable Transfer Functions

June 12, 2016 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Norbert Michael Mayer arXiv ID 1606.03674 Category cs.NE: Neural & Evolutionary Citations 2 Venue arXiv.org Last Checked 4 months ago
Abstract
The paper investigates a new type of truly critical echo state networks where individual transfer functions for every neuron can be modified to anticipate the expected next input. Deviations from expected input are only forgotten slowly in power law fashion. The paper outlines the theory, numerically analyzes a one neuron model network and finally discusses technical and also biological implications of this type of approach.
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