Short-Term Memory in Orthogonal Neural Networks

Details Short-Term Memory in Orthogonal Neural Networks Short-Term Memory in Orthogonal Neural Networks

2004-02-17

arxiv.org/abs/cond-mat/0402452v1

Phys. Rev. Lett. 92, 148102 (2004)

Physics

Condensed Matter

Disordered Systems and Neural Networks

4 pages, 4 figures, to be published in Phys. Rev. Lett

Scientific paper

10.1103/PhysRevLett.92.148102

We study the ability of linear recurrent networks obeying discrete time dynamics to store long temporal sequences that are retrievable from the instantaneous state of the network. We calculate this temporal memory capacity for both distributed shift register and random orthogonal connectivity matrices. We show that the memory capacity of these networks scales with system size.

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