Solving Time of Least Square Systems in Sigma-Pi Unit Networks

Details Solving Time of Least Square Systems in Sigma-Pi Unit Networks Solving Time of Least Square Systems in Sigma-Pi Unit Networks

2008-04-30

arxiv.org/abs/0804.4808v1

Neural Information Processing - Letters and Reviews 4, 3 (2004) 39-45

Computer Science

Neural and Evolutionary Computing

Nombre de pages: 7

Scientific paper

The solving of least square systems is a useful operation in neurocomputational modeling of learning, pattern matching, and pattern recognition. In these last two cases, the solution must be obtained on-line, thus the time required to solve a system in a plausible neural architecture is critical. This paper presents a recurrent network of Sigma-Pi neurons, whose solving time increases at most like the logarithm of the system size, and of its condition number, which provides plausible computation times for biological systems.

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