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商品詳細
Neural Networks in a Softcomputing Framework. 2006 ed.
・ISBN 978-1-84628-302-4 hard EUR 49.99
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| 著者・編者 | Du, Ke-Lin / Swamy, M.N.S., |
|---|---|
| 出版社 | (Springer London Ltd, UK) |
| 出版年月 | 2006 |
| ページ数 | 566 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A05-43588＞ |
解説
Conventional model-based data processing methods are computationally expensive and require experts' knowledge for the modelling of a system. Neural networks are a model-free, adaptive, parallel-processing solution. This textbook provides a powerful and universal paradigm for information processing; it reviews the most popular neural-network methods and their associated techniques.
Each chapter has a systematic survey of each neural-network model. Computational intelligence topics like fuzzy logic and genetic algorithms (tools for neural-network learning) are introduced. Array signal processing problems are used to show the applications of each model.
This is an ideal textbook for graduate students and researchers; as well as introducing the basics, the exhaustive list of references included will aid their future research. It is also a valuable reference for scientists and practitioners working in pattern recognition, signal processing, speech and image processing, data analysis and A.I.