Networks and the Best Approximation Property

Networks can be considered as approximation schemes. Multilayer networks of the backpropagation type can approximate arbitrarily well continuous functions (Cybenko, 1989; Funahashi, 1989; Stinchcombe and White, 1989). We prove that networks derived from regularization theory and including Radial Bas...

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Bibliographic Details
Main Authors: Girosi, Federico, Poggio, Tomaso
Language:en_US
Published: 2004
Subjects:
Online Access:http://hdl.handle.net/1721.1/6017