Universal approximation theorem: Difference between revisions

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<blockquote>
 
Let φ<math>varphi(·\cdot)</math> be a nonconstant, [[Bounded function|bounded]], and [[monotonic function|monotonically]]-increasing [[continuous function|continuous]] function. Let ''I''<sub>''m''</sub> denote the ''m''-dimensional [[unit hypercube]] [0,1]<sup>''m''</sup>. The space of continuous functions on ''I''<sub>''m''</sub> is denoted by ''C''(''I''<sub>''m''</sub>). Then, given any function ''f'' ∈ ''C''(''I''<sub>''m''</sub>) and є &gt; 0, there exist an integer ''N'' and real constants ''α''<sub>''i''</sub>, ''b''<sub>''i''</sub> ∈ '''R''', ''w''<sub>''i''</sub> ∈ '''R'''<sup>''m''</sup>, where ''i'' = 1, ..., ''N'' such that we may define:
 
: <math>
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</math>
 
as an approximate realization of the function ''f'' where ''f'' is independent of φ<math>varphi</math>; that is,
 
: <math>