Sensitivity Analysis for Neural Networks (Natural Computing Series)
by Daniel S. Yeung, Ian Cloete, Daming Shi and Wing W. Y. Ng
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Fulfillment optionsSensitivity Analysis for Neural Networks (Natural Computing Series)
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.
The book, Sensitivity Analysis for Neural Networks (Natural Computing Series) [Bulk, Wholesale, Quantity] ISBN#9783642025310 in Hardcover by Daniel S. Yeung, Ian Cloete, Daming Shi, Wing W. Y. Ng may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.
Details
- Publisher
- Springer Berlin Heidelberg
- Authors
- Daniel S. Yeung, Ian Cloete, Daming Shi, Wing W. Y. Ng
- Format
- Hardcover
- Published
- Nov 18, 2009
- ISBN-13
- 9783642025310
- Pages
- 86
- Printing
- Printed on demand
Sensitivity Analysis for Neural Networks (Natural Computing Series) in bulk: pricing
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| Copies | Price per copy | You save |
|---|---|---|
| 25 – 49 | $96.79 | 12% off list |
| 50 – 99 | $95.69 | 13% off list |
| 100+ | $94.59 | 14% off list |
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