Research Catalog

Intelligent signal processing

Title
  1. Intelligent signal processing / edited by Simon Haykin, Bart Kosko.
Published by
  1. New York : IEEE Press, [2001], ©2001.

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Details

Additional authors
  1. Haykin, Simon S., 1931-
  2. Kosko, Bart.
Description
  1. xxi, 573 pages, 2 pages of plates : illustrations (some color); 29 cm
Subject
  1. Signal processing > Digital techniques
  2. Intelligent control systems
  3. Adaptive signal processing
Contents
  1. 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 --
  2. 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.
Owning institution
  1. Columbia University Libraries
Note
  1. "A selected reprint volume."
  2. "IEEE order no. PC5860."--T.p. verso.
Bibliography (note)
  1. Includes bibliographical references and index.