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Approximation theory and feedforward networks

โœ Scribed by Edward K. Blum; Leong Kwan Li

Publisher
Elsevier Science
Year
1991
Tongue
English
Weight
650 KB
Volume
4
Category
Article
ISSN
0893-6080

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โœฆ Synopsis

Api~rosirnation of' reul fmctiom /I!, f&d~orwcrrd rwtwork.s of' thr ~rsurrl kind is sI~o~'rr to h lxr.scd 011 the fkntlwnet~tml principle of approxitnrrtion hx pip~pwisc-c,orl.sttr,lr fhctiotl.s.

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Approximation capabilities of multilayer
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โœ Kurt Hornik ๐Ÿ“‚ Article ๐Ÿ“… 1991 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 700 KB

We show that standard multilayer feedforward networks with as few as a single hidden layer and arbitrary bounded and nonconstant activation function are universal approximators with respect to Lp(ฮผ) performance criteria, for arbitrary finite input environment measures ฮผ, provided only that sufficien