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Pattern Recognition and Prediction with Applications to Signal Processing: Modern Acoustics and Signal Processing

Autor David H. Kil, Frances B. Shin
en Limba Engleză Hardback – 18 feb 1998
Market: Engineers and researchers in neural networks, image processing, audio/speech, and medical imaging. This book begins by focusing on the theoretical aspect of pattern recognition and introduces an integrated pattern recognition paradigm, which combines preprocessing, low dimensional signal characterization, feature optimization, and mapping classifier architecture to good features in a seamless fashion. Later, the authors reinforce the concepts of pattern recognition and prediction with challenging real- world examples, encompassing financial market prediction, image coding, active and passive sonar processing, chaos modeling, and intelligent product design.
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Specificații

ISBN-13: 9781563964770
ISBN-10: 1563964775
Pagini: 440
Ilustrații: XVI, 418 p.
Dimensiuni: 155 x 235 x 29 mm
Greutate: 0.76 kg
Ediția:1996
Editura: American Inst. of Physics
Colecția American Institute of Physics
Seria Modern Acoustics and Signal Processing

Locul publicării:Melville, NY, United States

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Research

Cuprins

Contents: 1. Introduction. 2. Data Projection. 3. Feature Extraction and Optimization. 4. Classifier Architecture. 5. Hidden Markov Models. 6. Hierarchical and Hybrid Classification. 7. Pattern Recognition Summary. 8. Bioreject. 9. Reduced Dimension Image Compression. 10. Full Spectrum Signal Processing. 11. LFA Echo Characterization. 12. Nonlinear System Modeling with HMM. 13. Prediction and Trend Analysis. 14. Knowledge Creation in Business.