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Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications (The Springer International Series in Engineering and Computer Science, 209, Band 209) - Karayiannis, Nicolaos
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Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications (The Springer International Series in Engineering and Computer Science, 209, Band 209) - Taschenbuch

2010, ISBN: 9781441951328

Mitwirkende: Venetsanopoulos, Anastasios N. Springer US, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 1993, 456 Seiten, Publiziert: 2010-02-19T00:00:01Z, Produktgruppe: Bu… Mehr…

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Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications (The Springer International Series in Engineering and Computer Science, 209, Band 209) - Taschenbuch

2010, ISBN: 9781441951328

Mitwirkende: Venetsanopoulos, Anastasios N. Springer US, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 1993, 456 Seiten, Publiziert: 2010-02-19T00:00:01Z, Produktgruppe: Bu… Mehr…

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Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications (The Springer International Series in Engineering and Computer Science, 209, Band 209) - Taschenbuch

2010

ISBN: 9781441951328

Mitwirkende: Venetsanopoulos, Anastasios N. Springer US, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 1993, 456 Seiten, Publiziert: 2010-02-19T00:00:01Z, Produktgruppe: Bu… Mehr…

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Karayiannis, Nicolaos:
Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications (The Springer International Series in Engineering and Computer Science, 209, Band 209) - Taschenbuch

2010, ISBN: 9781441951328

Mitwirkende: Venetsanopoulos, Anastasios N. Springer US, Taschenbuch, Auflage: Softcover reprint of hardcover 1st ed. 1993, 456 Seiten, Publiziert: 2010-02-19T00:00:01Z, Produktgruppe: Bu… Mehr…

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Nicolaos Karayiannis/ Anastasios N. Venetsanopoulos:
Artificial Neural Networks - Taschenbuch

ISBN: 9781441951328

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Details zum Buch
Artificial Neural Networks
Autor:
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ISBN-Nummer:

9781441951328


The recent interest in artificial neural networks has motivated the publication of numerous books, including selections of research papers and textbooks presenting the most popular neural architectures and learning schemes. Artificial Neural Networks: Learning Algorithms, Performance Evaluation, and Applications presents recent developments which can have a very significant impact on neural network research, in addition to the selective review of the existing vast literature on artificial neural networks. This book can be read in different ways, depending on the background, the specialization, and the ultimate goals of the reader. A specialist will find in this book well-defined and easily reproducible algorithms, along with the performance evaluation of various neural network architectures and training schemes. Artificial Neural Networks can also help a beginner interested in the development of neural network systems to build the necessary background in an organized and comprehensive way. The presentation of the material in this book is based on the belief that the successful application of neural networks to real-world problems depends strongly on the knowledge of their learning properties and performance. Neural networks are introduced as trainable devices which have the unique ability to generalize. The pioneering work on neural networks which appeared during the past decades is presented, together with the current developments in the field, through a comprehensive and unified review of the most popular neural network architectures and learning schemes. Efficient LEarning Algorithms for Neural NEtworks (ELEANNE), which can achieve much faster convergence than existing learning algorithms, are among the recent developments explored in this book. A new generalized criterion for the training of neural networks is presented, which leads to a variety of fast learning algorithms. Finally, Artificial Neural Networks presents the development of learning algorithms which determine the minimal architecture of multi-layered neural networks while performing their training. Artificial Neural Networks is a valuable source of information to all researchers and engineers interested in neural networks. The book may also be used as a text for an advanced course on the subject.

Detailangaben zum Buch - Artificial Neural Networks


EAN (ISBN-13): 9781441951328
ISBN (ISBN-10): 1441951326
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2010
Herausgeber: Springer US
456 Seiten
Gewicht: 0,684 kg
Sprache: eng/Englisch

Buch in der Datenbank seit 2011-06-07T00:19:18+02:00 (Zurich)
Detailseite zuletzt geändert am 2024-03-01T14:01:27+01:00 (Zurich)
ISBN/EAN: 9781441951328

ISBN - alternative Schreibweisen:
1-4419-5132-6, 978-1-4419-5132-8
Alternative Schreibweisen und verwandte Suchbegriffe:
Autor des Buches: anastasios
Titel des Buches: algorithms, art net, performance networks, neural networks

Daten vom Verlag:

Autor/in: Nicolaos Karayiannis; Anastasios N. Venetsanopoulos
Titel: The Springer International Series in Engineering and Computer Science; Artificial Neural Networks - Learning Algorithms, Performance Evaluation, and Applications
Verlag: Springer; Springer US
440 Seiten
Erscheinungsjahr: 2010-12-03
New York; NY; US
Gedruckt / Hergestellt in Niederlande.
Sprache: Englisch
160,49 € (DE)
164,99 € (AT)
177,00 CHF (CH)
POD
XV, 440 p.

BC; Hardcover, Softcover / Informatik, EDV/Informatik; Künstliche Intelligenz; Verstehen; algorithms; convergence; high-order neural network; learning algorithm; learning scheme; neural network architecture; neural networks; training; Artificial Intelligence; Computer Engineering and Networks; Mathematical and Computational Engineering Applications; Electronic Circuits and Systems; Complex Systems; Signal, Speech and Image Processing; Computerhardware; Mathematik für Ingenieure; Schaltkreise und Komponenten (Bauteile); Kybernetik und Systemtheorie; Elektronik; Digitale Signalverarbeitung (DSP); BB; EA

1 Introduction.- 2 Neural Network Architectures and Learning Schemes.- 3 ELEANNE: Efficient LEarning Algorithms for Neural NEtworks.- 4 Fast Learning Algorithms for Neural Networks.- 5 ALADIN: Algorithms for Learning and Architecture DetermlNation.- 6 Performance Evaluation of Single-layered Neural Networks.- 7 High-order Neural Networks and Networks with Composite Key Patterns.- 8 Applications of Neural Networks: A Case Study.- 9 Applications of Neural Networks: A Review.- 10 Future Trends and Directions.- References.- Author Index.
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