Research Catalog

Title

Intelligent signal processing / edited by Simon Haykin, Bart Kosko.

Publication

New York : IEEE Press, [2001], ©2001.

Items in the Library & Off-site

Details

Additional Authors

• Haykin, Simon S., 1931-
• Kosko, Bart.

Description

xxi, 573 pages, 2 pages of plates : illustrations (some color); 29 cm

Subject

• Signal processing > Digital techniques
• Intelligent control systems
• Adaptive signal processing

Note

• "A selected reprint volume."
• "IEEE order no. PC5860."--T.p. verso.

Bibliography (note)

• Includes bibliographical references and index.

Contents

• Ch. 1. Humanistic Intelligence: "Wear Comp" As a New Framework and Application for Intelligent Signal Processing -- Ch. 2. Adaptive Stochastic Resonance -- Ch. 3. Learning in the Presence of Noise -- Ch. 4. Incorporating Prior Information in Machine Learning by Creating Virtual Examples -- Ch. 5. Deterministic Annealing for Clustering, Compression, Classification, Regression, and Speech Recognition -- Ch. 6. Local Dynamic Modeling with Self-Organizing Maps and Applications to Nonlinear System Identification and Control -- Ch. 7. A Signal Processing Framework Based on Dynamic Neural Networks with Application to Problems in Adaptation, Filtering and Classification -- Ch. 8. Semiparametric Support Vector Machines for Nonlinear Model Estimation -- Ch. 9. Gradient-Based Learning Applied to Document Recognition -- Ch. 10. Pattern Recognition Using A Family of Design Algorithms Based Upon Generalized Probabilistic Descent Method -- Ch. 11. An Approach to Adaptive Classification --
• Ch. 12. Reduced-Rank Intelligent Signal Processing with Application to Radar -- Ch. 13. Signal Detection in a Nonstationary Environment Reformulated as an Adaptive Pattern Classification Problem -- Ch. 14. Data Representation Using Mixtures of Principal Components -- Ch. 15. Image Denoising by Sparse Code Shrinkage.

ISBN

0780360109

LCCN

00061369

OCLC

• ocm44775456
• SCSB-4110496

Owning Institutions

Columbia University Libraries