Multilayered Echo State Machine: A Novel Architecture and Algorithm.
IEEE Transactions on Cybernetics(2017)
摘要
In this paper, we present a novel architecture and learning algorithm for a multilayered echo state machine (ML-ESM). Traditional echo state networks (ESNs) refer to a particular type of reservoir computing (RC) architecture. They constitute an effective approach to recurrent neural network (RNN) training, with the (RNN-based) reservoir generated randomly, and only the readout trained using a simp...
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关键词
Reservoirs,Neurons,Biological neural networks,Training,Recurrent neural networks,Standards,Cybernetics
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