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Echo state networks are a recently developed type of recurrent neural network where the internal layer is fixed with random weights, and only the output layer is trained on specific data. Echo state networks are increasingly being used to process spatio-temporal data in real-world settings, including speech recognition, event detection, and robot control. A strength of echo state networks is the simple...