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- catalog abstract ""This book provides a thorough theoretical and practical introduction to the application of neural networks to pattern recognition and intelligent signal processing. It has been tested on students, unfamiliar with neural networks, who were able to pick up enough details to successfully complete their masters or final year undergraduate projects. The text also presents a comprehensive treatment of a class of neural networks called common bandwidth spherical basis function NNs, including the probabilistic NN, the modified probabilistic NN and the general regression NN."--Jacket.".
- catalog contributor b12801532.
- catalog created "c2003.".
- catalog date "2003".
- catalog date "c2003.".
- catalog dateCopyrighted "c2003.".
- catalog description ""This book provides a thorough theoretical and practical introduction to the application of neural networks to pattern recognition and intelligent signal processing. It has been tested on students, unfamiliar with neural networks, who were able to pick up enough details to successfully complete their masters or final year undergraduate projects. The text also presents a comprehensive treatment of a class of neural networks called common bandwidth spherical basis function NNs, including the probabilistic NN, the modified probabilistic NN and the general regression NN."--Jacket.".
- catalog description "1. Introduction -- 2. A Brief Historical Overview -- 3. Basic Concepts -- 4. ANN Performance Evaluation -- 5. Basic Pattern Recognition Principles -- 6. ADALINES, Adaptive Filters, and Multi-Layer Perceptrons -- 7. Probabilistic Neural Network Classifier -- 8. General Regression Neural Network -- 9. The Modified Probabilistic Neural Network -- 10. Advanced MPNN Developments -- 11. Neural Networks Similar to the Common Bandwidth Spherical Basis Function Regression ANNs -- 12. Unsupervised Learning Neural Networks -- 13. Other Neural Network Models -- 14. Statistical Learning Theory -- 15. Application to Intelligent Signal Processing -- 16. Application to Intelligent Control -- 17. Discussion.".
- catalog description "Inlcudes bibliographical references and index.".
- catalog extent "xxiv, 484 p. :".
- catalog identifier "9812383050 (alk. paper)".
- catalog isPartOf "Series on innovative intelligence ; vol. 4".
- catalog issued "2003".
- catalog issued "c2003.".
- catalog language "eng".
- catalog publisher "River Edge, NJ : World Scientific Pub.,".
- catalog subject "006.3/2 21".
- catalog subject "Intelligent control systems.".
- catalog subject "Neural networks (Computer science)".
- catalog subject "QA76.87 .Z35 2003".
- catalog subject "Signal processing Digital techniques.".
- catalog tableOfContents "1. Introduction -- 2. A Brief Historical Overview -- 3. Basic Concepts -- 4. ANN Performance Evaluation -- 5. Basic Pattern Recognition Principles -- 6. ADALINES, Adaptive Filters, and Multi-Layer Perceptrons -- 7. Probabilistic Neural Network Classifier -- 8. General Regression Neural Network -- 9. The Modified Probabilistic Neural Network -- 10. Advanced MPNN Developments -- 11. Neural Networks Similar to the Common Bandwidth Spherical Basis Function Regression ANNs -- 12. Unsupervised Learning Neural Networks -- 13. Other Neural Network Models -- 14. Statistical Learning Theory -- 15. Application to Intelligent Signal Processing -- 16. Application to Intelligent Control -- 17. Discussion.".
- catalog title "Neural networks for intelligent signal processing / Anthony Zaknich.".
- catalog type "text".