Short term memory in echo state networks

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Jaeger, H.;
  • Publisher: GMD Forschungszentrum Informationstechnik, Sankt Augustin
  • Subject: neuronales Netz | Echo-State Netz | überwachtes Lernen | Kurzzeitgedächtnis | neural network | echo state network | short-term memory | supervised learning

The report investigates the short-term memory capacity of echo state recurrent neural networks. A quantitative measure MC of short-term memory capacity is introduced. The main result is that MC 5 N for networks with linear Output units and i.i.d. input, where N is netwo... View more
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