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This paper presents results on the memory capacity of a generalized feedbackneural network using a circulant matrix. Children are capable of learning soonafter birth which indicates that the neural networks of the brain have priorlearnt capacity that is a consequence of the regular structures in the brain'sorganization. Motivated by this idea, we consider the capacity of circulantmatrices as weight matrices in a feedback network.

Memory Capacity of Neural Networks using a Circulant Weight Matrix