Adaptive classification of temporal signals in fixed-weights recurrent neural networks: an existence proof

Ivan Tyukin, Danil Prokhorov, Cees van Leeuwen

We address the important theoretical question why a recurrent neural network with fixed weights can adaptively classify time-varied signals in the presence of additive noise and pa…