For citation:
Potapov A. B., Ali K. Nonlinear dynamics of information processing in neural networks. Izvestiya VUZ. Applied Nonlinear Dynamics, 2001, vol. 9, iss. 6, pp. 3-44. DOI: 10.18500/0869-6632-2001-9-6-3-44
Nonlinear dynamics of information processing in neural networks
We consider а number of possible roles of complex dynamics and chaos in information processing by neural networks. First, we review the principles of operation for some well-known neural networks, and then discuss the approaches to using chaos in neural networks. Our main goal is to present а novel view of the problem of chaos in information processing. We demonstrate that chaos emerges naturally when a neural network forms a controlling part of a more complex system. We show that such neural networks can enhance efficiency by using chaos for explorations in a method known as Reinforcement Learning. A discussion on Hamiltonian neural networks is also presented.
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