-
George V.
Cybenko is the
Dorothy and
Walter Gramm Professor of
Engineering at
Dartmouth and a
fellow of the IEEE and SIAM.
Cybenko obtained his BA in mathematics...
- width" case). The
first examples were the
arbitrary width case.
George Cybenko in 1989
proved it for
sigmoid activation functions. Kurt Hornik [de], Maxwell...
-
Universal approximation theorem:
Russell &
Norvig (2021, p. 752) The theorem:
Cybenko (1988), Hornik,
Stinchcombe &
White (1989)
Feedforward neural networks:...
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Engineering and Systems. 12 (3): 178–191. doi:10.22266/ijies2019.0630.19.
Cybenko, G. (December 1989). "Approximation by
superpositions of a
sigmoidal function"...
-
Mathematics of
Information Coding,
Extraction and Distribution, by
George Cybenko,
Dianne P. O'Leary,
Jorma Rissanen, 1999, p. 82
Probability for Machine...
-
Archived from the
original (PDF) on 2011-07-06.
Retrieved 2009-09-08.
Cybenko, G. 1989.
Approximation by
superpositions of a
sigmoidal function Mathematics...
- this
algorithm represents a
backpropagation of the
activation function.
Cybenko, G. 1989.
Approximation by
superpositions of a
sigmoidal function Mathematics...
-
advisor John G.
Truxal Doctoral students Jan P.
Allebach Charles Bouman George Cybenko Peter Franaszek Bob Kahn
David C.
Munson Min Wu
Minerva Yeung...
- closely. This is
essentially a
special case of the
theorems by
George Cybenko and Kurt Hornik.
Perceptrons (Minsky and Papert, 1969)
studied the kind...
-
continuous functions. In 1989, the
first proof was
published by
George Cybenko for
sigmoid activation functions and was
generalised to feed-forward multi-layer...
