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Artificial neural networks : an introduction to ANN theory and practice

Author: P J Braspenning; F Thuijsman; A J M M Weijters
Publisher: Berlin ; New York : Springer, ©1995.
Series: Lecture notes in computer science, 931.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This book presents carefully revised versions of tutorial lectures given during a School on Artificial Neural Networks for the industrial world held at the University of Limburg in Maastricht, Belgium. The major ANN architectures are discussed to show their powerful possibilities for empirical data analysis, particularly in situations where other methods seem to fail. Theoretical insight is offered by examining the  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
(DLC) 95019832
(OCoLC)32590086
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: P J Braspenning; F Thuijsman; A J M M Weijters
ISBN: 9783540492832 3540492836
OCLC Number: 741994987
Reproduction Notes: Electronic reproduction. [S.l.] : HathiTrust Digital Library, 2011. MiAaHDL
Description: 1 online resource (vii, 293 pages) : illustrations.
Details: Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002.
Contents: Introduction: Neural Networks as Associative Devices / P.J. Braspenning --
Backpropagation Networks for Grapheme-Phoneme Conversion: a Non-Technical Introduction / A.J.M.M. Weijters and G.A.J. Hoppenbrouwers --
Back Propagation / J. Henseler --
Perceptrons / H.J.M. Peters --
Kohonen Network / O.J. Vrieze --
Adaptive Resonance Theory / E.O. Postma and P.T.W. Hudson --
Boltzmann Machines / F.C.R. Spieksma --
Representation Issues in Boltzmann Machines / J.H.J. Lenting --
Optimization Networks / E.O. Postma --
Local Search in Combinatorial Optimization / Y. Crama, A.W.J. Kolen and E.J. Pesch --
Process Identification and Control / P. Boekhoudt --
Learning Controllers Using Neural Networks / W.T.C. van Luenen --
Key Issues for Successful Industrial Neural-Network Applications: an Application in Geology / H.R.A. Cardon and R. Hoogstraten --
Neural Cognodynamics / P.J. Braspenning --
Choosing and Using a Neutral Net / P.T.W. Hudson and E.O. Postma.
Series Title: Lecture notes in computer science, 931.
Responsibility: P.J. Braspenning, F. Thuijsman, A.J.M.M. Weijters (eds.).

Abstract:

This text presents revised versions of tutorial lectures given during a School on Artificial Neural Networks. Theoretical insight examines underlying mathematical principles whilst practical  Read more...

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