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20042007
most citedAdaptive classification of temporal signals in fixed-weights recurrent neural networks: an existence proof

2 citations · 2 across the 3 of their papers we have counts for

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math.OC2007★ 2 cited

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…

math.OC2005

Adaptation and Parameter Estimation in Systems with Unstable Target Dynamics and Nonlinear Parametrization

Tyukin Ivan, Danil Prokhorov, Cees van Leeuwen

We propose a technique for the design and analysis of adaptation algorithms in dynamical systems. The technique applies both to systems with conventional Lyapunov-stable target dyn…