Neural Networks in a Softcomputing Framework
Du, Ke-Lin, Swamy, M.N.S.
Produktnummer:
1897f863abed3e4e29bf06a9c1f61c9cae
| Autor: | Du, Ke-Lin Swamy, M.N.S. |
|---|---|
| Themengebiete: | Evolutionary Computation Fuzzy Systems Neural Networks Optimization Pattern Recognition Signal Processing artificial intelligence fuzzy logic fuzzy system neuro-fuzzy systems |
| Veröffentlichungsdatum: | 13.10.2010 |
| EAN: | 9781849965743 |
| Sprache: | Englisch |
| Seitenzahl: | 566 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer London |
Produktinformationen "Neural Networks in a Softcomputing Framework"
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.
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