Sensitivity Analysis for Neural Networks

Language: English

Published by Springer Mär 2012, 2012

3642261396 / 9783642261398

Series: Book 8 of 32 - Natural Computing

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This item is printed on demand - Print on Demand Titel. Neuware -Artificial neural networks are used to model systems that receive inputs and produce outputs. The relationships between the inputs and outputs and the representation parameters are critical issues in the design of related engineering systems, and sensitivity analysis concerns methods for analyzing these relationships. Perturbations of neural networks are caused by machine imprecision, and they can be simulated by embedding disturbances in the original inputs or connection weights, allowing us to study the characteristics of a function under small perturbations of its parameters. This is the first book to present a systematic description of sensitivity analysis methods for artificial neural networks. It covers sensitivity analysis of multilayer perceptron neural networks and radial basis function neural networks, two widely used models in the machine learning field. The authors examine the applications of such analysis in tasks such as feature selection, sample reduction, and network optimization. The book will be useful for engineers applying neural network sensitivity analysis to solve practical problems, and for researchers interested in foundational problems in neural networks.Springer Nature Customer Service Center GmbH, Europaplatz 3, 69115 Heidelberg 96 pp. Englisch.…

Seller Inventory # 9783642261398

Title
Sensitivity Analysis for Neural Networks
Author
Daming Shi
Publisher
Springer Mär 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3642261396
ISBN 13
9783642261398
Item weight
160 grams
Dimensions
235x155x6 mm
Series
Book 8 of 32: Natural Computing

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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