Neural networks for exact matching of functions on a discrete domain

Y Shrivastava; S Dasgupta

doi:10.1109/CDC.1990.203914

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Conference proceeding

Neural networks for exact matching of functions on a discrete domain

Y Shrivastava and S Dasgupta

29th IEEE Conference on Decision and Control, Vol.3, pp.1719-1724 vol.3

IEEE Conference on Decision and Control, 29 (Honolulu, Hawaii, USA, 12/05/1990 - 12/07/1990)

1990

DOI: 10.1109/CDC.1990.203914

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Abstract

In many pattern classification problems it is desirable to realize functions defined on a discrete domain. The authors consider the exact matching of such functions through a three-layered perceptron-based neural network. It is shown that, for a function defined at N distinct points, exact matching can be accomplished through a network with N-1 hidden layer nodes. A construction procedure involving a matrix inversion is also presented.< >

Neurons

Cities and towns

Erbium

Marine vehicles

Neural networks

Pattern classification

Pattern matching

Details

Title: Subtitle: Neural networks for exact matching of functions on a discrete domain
Creators: Y Shrivastava - University of Iowa
S Dasgupta - University of Iowa
Resource Type: Conference proceeding
Publication Details: 29th IEEE Conference on Decision and Control, Vol.3, pp.1719-1724 vol.3
Conference: IEEE Conference on Decision and Control, 29 (Honolulu, Hawaii, USA, 12/05/1990 - 12/07/1990)
Publisher: IEEE
DOI: 10.1109/CDC.1990.203914
ISSN: 0191-2216
Language: English
Date published: 1990
Academic Unit: Electrical and Computer Engineering
Record Identifier: 9984197923202771

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