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Period-doublings to chaos in a simple neural network: An analytic proof


Author(s) : Xin Wang, 
Publisher : N/A
Publication Date : 1991
ISSN : N/A
Abstract : The dynamics of discrete-time neural networks with the sigmoid function as neuron activation function can be extraordinarily complex as some authors have displayed in numerical simulations. Here we consider a simple neural network of only two neurons, one excitatory and the other inhibitory, with no external inputs and no time delay as a parameterized family of two dimensional maps, and give an analytical proof for existence of period-doublings to chaos and strange attractors in the network.,