| Mathematical Theory of Neural Networks (2006) | |||||||||||
Abstract | |||||||||||
| This report provides a summary of the grant work by the principal investigators in the area of neural networks. The topics covered deal with: analysis of networks from the viewpoint of analog computational devices, exploring limitations imposed by resource constraints; questions of parameter identification of recurrent nets; use of feedforward nets for function approximation and interpolation problems; systems theory (observability and other properties) for nets; and the use of neural networks for the control of nonlinear systems. | |||||||||||
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