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Methods and Procedures for the Verification and Validation of Artificial Neural Networks / Brian J Taylor / Buch / XII / Englisch / 2005 / Springer US / EAN 9780387282886 - Taylor, Brian J
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Taylor, Brian J:

Methods and Procedures for the Verification and Validation of Artificial Neural Networks / Brian J Taylor / Buch / XII / Englisch / 2005 / Springer US / EAN 9780387282886 - hardcover

2005, ISBN: 9780387282886

[ED: Gebunden], [PU: Springer US], Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteris… More...

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Methods and Procedures for the Verification and Validation of Artificial Neural Networks | Brian J Taylor | Buch | XII | Englisch | 2005 | Springer US | EAN 9780387282886 - Taylor, Brian J
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Taylor, Brian J:

Methods and Procedures for the Verification and Validation of Artificial Neural Networks | Brian J Taylor | Buch | XII | Englisch | 2005 | Springer US | EAN 9780387282886 - hardcover

2005, ISBN: 9780387282886

[ED: Gebunden], [PU: Springer US], Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteris… More...

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Methods and Procedures for the Verification and Validation of Artificial Neural Networks | Brian J Taylor | Buch | XII | Englisch | 2005 | Springer US | EAN 9780387282886 - Taylor, Brian J
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Taylor, Brian J:
Methods and Procedures for the Verification and Validation of Artificial Neural Networks | Brian J Taylor | Buch | XII | Englisch | 2005 | Springer US | EAN 9780387282886 - hardcover

2005

ISBN: 9780387282886

[ED: Gebunden], [PU: Springer US], Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteris… More...

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Methods and Procedures for the Verification and Validation of Artificial Neural Networks / Brian J Taylor / Buch / XII / Englisch / 2005 / Springer US / EAN 9780387282886 - Taylor, Brian J
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Taylor, Brian J:
Methods and Procedures for the Verification and Validation of Artificial Neural Networks / Brian J Taylor / Buch / XII / Englisch / 2005 / Springer US / EAN 9780387282886 - hardcover

2005, ISBN: 9780387282886

[ED: Gebunden], [PU: Springer US], Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteris… More...

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Methods and Procedures for the Verification and Validation of Artificial Neural Networks, Gebunden
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Methods and Procedures for the Verification and Validation of Artificial Neural Networks, Gebunden - new book

2005, ISBN: 0387282882

Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteristics of biological thinking and lea… More...

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Details of the book
Methods and Procedures for the Verification and Validation of Artificial Neural Networks
Author:
Title:
ISBN:

9780387282886


Neural networks are members of a class of software that have the potential to enable intelligent computational systems capable of simulating characteristics of biological thinking and learning. Currently no standards exist to verify and validate neural network-based systems. NASA Independent Verification and Validation Facility has contracted the Institute for Scientific Research, Inc. to perform research on this topic and develop a comprehensive guide to performing V&V on adaptive systems, with emphasis on neural networks used in safety-critical or mission-critical applications. Methods and Procedures for the Verification and Validation of Artificial Neural Networks is the culmination of the first steps in that research. This volume introduces some of the more promising methods and techniques used for the verification and validation (V&V) of neural networks and adaptive systems. A comprehensive guide to performing V&V on neural network systems, aligned with the IEEE Standard for Software Verification and Validation, will follow this book.

Details of the book - Methods and Procedures for the Verification and Validation of Artificial Neural Networks


EAN (ISBN-13): 9780387282886
ISBN (ISBN-10): 0387282882
Hardcover
Publishing year: 2005
Publisher: Springer
277 Pages
Weight: 0,590 kg
Language: eng/Englisch

Book in our database since 2007-06-05T14:24:05+01:00 (London)
Detail page last modified on 2024-03-02T05:19:38+00:00 (London)
ISBN/EAN: 9780387282886

ISBN - alternate spelling:
0-387-28288-2, 978-0-387-28288-6
Alternate spelling and related search-keywords:
Book author: spiro györgy, taylor, olav, brian
Book title: methods procedures for verification validation artificial neural networks, art

Information from Publisher

Author: Brian J. Taylor
Title: Methods and Procedures for the Verification and Validation of Artificial Neural Networks
Publisher: Springer; Springer US
278 Pages
Publishing year: 2005-11-17
New York; NY; US
Language: English
106,99 € (DE)
109,99 € (AT)
118,00 CHF (CH)
Available
XII, 278 p.

BB; Hardcover, Softcover / Informatik, EDV/Informatik; Künstliche Intelligenz; Verstehen; Adaptive systems; artificial intelligence; formal method; learning; software verification; verification; visualization; Artificial Intelligence; Computer Communication Networks; User Interfaces and Human Computer Interaction; Computer Engineering and Networks; Computer Imaging, Vision, Pattern Recognition and Graphics; Automated Pattern Recognition; Netzwerk-Hardware; Mensch-Computer-Interaktion; Computerhardware; Bildverarbeitung; Mustererkennung; EA; BC

Background of the Verification and Validation of Neural Networks.- Augmentation of Current Verification and Validation Practices.- Risk and Hazard Analysis for Neural Network Systems.- Validation of Neural Networks Via Taxonomic Evaluation.- Stability Properties of Neural Networks.- Neural Network Verification.- Neural Network Visualization Techniques.- Rule Extraction as a Formal Method.- Automated Test Generation for Testing Neural Network Systems.- Run-Time Assessment of Neural Network Control Systems.
First book based on alternative standards Includes risk and hazard analysis Includes supplementary material: sn.pub/extras
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