Fast linear system solution by neural networks

Fast linear system solution by neural networks

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Article ID: iaor1993601
Country: Netherlands
Volume: 11
Issue: 3
Start Page Number: 141
End Page Number: 145
Publication Date: Apr 1992
Journal: Operations Research Letters
Authors: ,
Keywords: neural networks
Abstract:

The authors present a highly parallel model for solving the m×n linear system Ax=b, based on the connectionist paradigm of neural networks. Using m+n linear, perceptron-like neurons, the neutral model converges fast to a problem solution, when one exists, or to a least-squares approximation, when the problem is inconsistent. The velocity of convergence of an analog realization of the network does not depend on m or n, but rather on the eigenvalues of ATA. Simulation results in linear system solution and suggestions for applications are given.

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