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Hebbian Learning and Negative Feedback Networks - Colin Fyfe
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Colin Fyfe:

Hebbian Learning and Negative Feedback Networks - Paperback

2010, ISBN: 1849969450

[EAN: 9781849969451], Neubuch, [SC: 0.0], [PU: Springer London], ARTIFICIALNEURALNETWORKS; DATAMINING; EXPLORATORYDATAANALYIS; HEBBIANKERNEL; MACHINESIGNALPROCESSING; UNSUPERVISEDLEARNING… More...

NEW BOOK. Shipping costs:Versandkostenfrei. (EUR 0.00) AHA-BUCH GmbH, Einbeck, Germany [51283250] [Rating: 5 (von 5)]
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Hebbian Learning and Negative Feedback Networks - Colin Fyfe
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Colin Fyfe:

Hebbian Learning and Negative Feedback Networks - Paperback

2010, ISBN: 1849969450

[EAN: 9781849969451], Neubuch, [SC: 0.0], [PU: Springer London], ARTIFICIALNEURALNETWORKS; DATAMINING; EXPLORATORYDATAANALYIS; HEBBIANKERNEL; MACHINESIGNALPROCESSING; UNSUPERVISEDLEARNING… More...

NEW BOOK. Shipping costs:Versandkostenfrei. (EUR 0.00) AHA-BUCH GmbH, Einbeck, Germany [51283250] [Rating: 5 (von 5)]
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Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Fyfe, Colin
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Fyfe, Colin:
Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Paperback

2010

ISBN: 9781849969451

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2005, 404 Seiten, Publiziert: 2010-10-22T00:00:01Z, Produktgruppe: Buch, 0.62 kg, Informatik, IT-Ausbildung & -Beruf… More...

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Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Fyfe, Colin
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Fyfe, Colin:
Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Paperback

2010, ISBN: 9781849969451

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2005, 404 Seiten, Publiziert: 2010-10-22T00:00:01Z, Produktgruppe: Buch, 1.36 kg, Informatik, IT-Ausbildung & -Beruf… More...

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Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Fyfe, Colin
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Fyfe, Colin:
Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing) - Paperback

2010, ISBN: 9781849969451

Springer, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 2005, 404 Seiten, Publiziert: 2010-10-22T00:00:01Z, Produktgruppe: Buch, 1.36 kg, Informatik, IT-Ausbildung & -Beruf… More...

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Details of the book
Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)

The central idea of Hebbian Learning and Negative Feedback Networks is that artificial neural networks using negative feedback of activation can use simple Hebbian learning to self-organise so that they uncover interesting structures in data sets. Two variants are considered: the first uses a single stream of data to self-organise. By changing the learning rules for the network, it is shown how to perform Principal Component Analysis, Exploratory Projection Pursuit, Independent Component Analysis, Factor Analysis and a variety of topology preserving mappings for such data sets. The second variants use two input data streams on which they self-organise. In their basic form, these networks are shown to perform Canonical Correlation Analysis, the statistical technique which finds those filters onto which projections of the two data streams have greatest correlation. The book encompasses a wide range of real experiments and displays how the approaches it formulates can be applied to the analysis of real problems.

Details of the book - Hebbian Learning and Negative Feedback Networks (Advanced Information and Knowledge Processing)


EAN (ISBN-13): 9781849969451
ISBN (ISBN-10): 1849969450
Hardcover
Paperback
Publishing year: 2010
Publisher: Springer
404 Pages
Weight: 0,608 kg
Language: eng/Englisch

Book in our database since 2011-09-12T18:31:39-04:00 (New York)
Detail page last modified on 2023-12-21T21:41:32-05:00 (New York)
ISBN/EAN: 9781849969451

ISBN - alternate spelling:
1-84996-945-0, 978-1-84996-945-1
Alternate spelling and related search-keywords:
Book author: fyfe
Book title: thanks for the feedback think, learning processing, knowledge learning


Information from Publisher

Author: Colin Fyfe
Title: Advanced Information and Knowledge Processing; Hebbian Learning and Negative Feedback Networks
Publisher: Springer; Springer London
383 Pages
Publishing year: 2010-10-22
London; GB
Printed / Made in
Language: English
164,99 € (DE)

BC; Hardcover, Softcover / Informatik, EDV/Informatik; Künstliche Intelligenz; Verstehen; Artificial neural networks; Data mining; Exploratory data analyis; Hebbian learning; Kernel; Machine learning; Signal processing; Unsupervised learning; artificial neural network; learning; neural network; Artificial Intelligence; Probability and Statistics in Computer Science; Automated Pattern Recognition; Computer Modelling; Computer Science; Mathematik für Informatiker; Wahrscheinlichkeitsrechnung und Statistik; Mustererkennung; Computermodellierung und -simulation; Informatik; BB

Single Stream Networks.- Background.- The Negative Feedback Network.- Peer-Inhibitory Neurons.- Multiple Cause Data.- Exploratory Data Analysis.- Topology Preserving Maps.- Maximum Likelihood Hebbian Learning.- Dual Stream Networks.- Two Neural Networks for Canonical Correlation Analysis.- Alternative Derivations of CCA Networks.- Kernel and Nonlinear Correlations.- Exploratory Correlation Analysis.- Multicollinearity and Partial Least Squares.- Twinned Principal Curves.- The Future.

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