Neural networks and computing: learning algorithms and applications
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
London
Imperial College Press
2007
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Schriftenreihe: | Series in electrical and computer engineering
v. 7 |
Schlagworte: | |
Online-Zugang: | FAW01 FAW02 Volltext |
Beschreibung: | Some online versions lack accompanying media packaged with the printed version Includes bibliographical references (p. 291-304) and index Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications |
Beschreibung: | 1 Online-Ressource (xii, 309 p.) |
ISBN: | 1860947581 186094969X 9781860947582 9781860949692 |
Internformat
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500 | |a Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications | ||
500 | |a This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications | ||
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650 | 7 | |a COMPUTERS / Neural Networks |2 bisacsh | |
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Datensatz im Suchindex
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any_adam_object | |
author | Chow, Tommy W. S. |
author_facet | Chow, Tommy W. S. |
author_role | aut |
author_sort | Chow, Tommy W. S. |
author_variant | t w s c tws twsc |
building | Verbundindex |
bvnumber | BV043140146 |
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dewey-full | 006.3/2 |
dewey-hundreds | 000 - Computer science, information, general works |
dewey-ones | 006 - Special computer methods |
dewey-raw | 006.3/2 |
dewey-search | 006.3/2 |
dewey-sort | 16.3 12 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Informatik |
format | Electronic eBook |
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id | DE-604.BV043140146 |
illustrated | Not Illustrated |
indexdate | 2024-07-10T07:18:41Z |
institution | BVB |
isbn | 1860947581 186094969X 9781860947582 9781860949692 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028564337 |
oclc_num | 827944995 |
open_access_boolean | |
owner | DE-1046 DE-1047 |
owner_facet | DE-1046 DE-1047 |
physical | 1 Online-Ressource (xii, 309 p.) |
psigel | ZDB-4-EBA ZDB-4-EBA FAW_PDA_EBA |
publishDate | 2007 |
publishDateSearch | 2007 |
publishDateSort | 2007 |
publisher | Imperial College Press |
record_format | marc |
series2 | Series in electrical and computer engineering |
spelling | Chow, Tommy W. S. Verfasser aut Neural networks and computing learning algorithms and applications Tommy W.S. Chow, Siu-Yeung Cho London Imperial College Press 2007 1 Online-Ressource (xii, 309 p.) txt rdacontent c rdamedia cr rdacarrier Series in electrical and computer engineering v. 7 Some online versions lack accompanying media packaged with the printed version Includes bibliographical references (p. 291-304) and index Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications Redes Neurales / (Ciencia de la Computación) Réseaux neuronaux (Informatique) Programmation (Informatique) Algorithmes COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) Machine learning Cho, Siu-Yeung Sonstige oth http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=516737 Aggregator Volltext |
spellingShingle | Chow, Tommy W. S. Neural networks and computing learning algorithms and applications Redes Neurales / (Ciencia de la Computación) Réseaux neuronaux (Informatique) Programmation (Informatique) Algorithmes COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) Machine learning |
title | Neural networks and computing learning algorithms and applications |
title_auth | Neural networks and computing learning algorithms and applications |
title_exact_search | Neural networks and computing learning algorithms and applications |
title_full | Neural networks and computing learning algorithms and applications Tommy W.S. Chow, Siu-Yeung Cho |
title_fullStr | Neural networks and computing learning algorithms and applications Tommy W.S. Chow, Siu-Yeung Cho |
title_full_unstemmed | Neural networks and computing learning algorithms and applications Tommy W.S. Chow, Siu-Yeung Cho |
title_short | Neural networks and computing |
title_sort | neural networks and computing learning algorithms and applications |
title_sub | learning algorithms and applications |
topic | Redes Neurales / (Ciencia de la Computación) Réseaux neuronaux (Informatique) Programmation (Informatique) Algorithmes COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) Machine learning |
topic_facet | Redes Neurales / (Ciencia de la Computación) Réseaux neuronaux (Informatique) Programmation (Informatique) Algorithmes COMPUTERS / Neural Networks Neural networks (Computer science) Machine learning |
url | http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=516737 |
work_keys_str_mv | AT chowtommyws neuralnetworksandcomputinglearningalgorithmsandapplications AT chosiuyeung neuralnetworksandcomputinglearningalgorithmsandapplications |