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All India Institute of Speech and Hearing, Mysuru
(An Autonomous institute Under Ministry of Health and Family Welfare, Government of India.)

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

Contributor(s): Material type: TextPublication details: New York : IEEE Press, c2001.Description: xxi, 573 p. : ill. (some col.), 2 p. of plates ; 29 cmISBN:
  • 0780360109
Subject(s): DDC classification:
  • 621.382 2 HAY K 23
LOC classification:
  • TK5102.9 .I5455 2001
Online resources:
Contents:
Preface. List of Contributors. Humanistic Intelligence: "Wear Comp" As a New Framework and Application for Intelligent Signal Processing. Adaptive Stochastic Resonance. Learning in the Presence of Noise. Incorporating Prior Information in Machine Learning by Creating Virtual Examples. Deterministic Annealing for Clustering, Compression, Classification, Regression, and Speech recognition. Local Dynamic Modeling with Self--Organizing Maps and Applications to Nonlinear System Identification and Control. A Signal Processing Framework Based on Dynamic Neural Networks with Application to Problems in Adaptation, Filtering and Classification. Semiparametric Support Vector Machines for Nonlinear Model Estimation. Gradient--Based Learning Applied to Document Recognition. Pattern Recognition Using A Family of Design Algorithms Based Upon Generalized Probabilistic Descent Method. An Approach to Adaptive Classification. Reduced--Rank Intelligent Signal Processing with Application to Radar. Signal Detection in a Nonstationary Environment Reformulated as an Adaptive Pattern Classification Problem. Data Representation Using Mixtures of Principal Components. Image Denoising by Sparse Code Shrinkage. Index. About the Editors.
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Cover image Item type Current library Home library Collection Shelving location Call number Materials specified Vol info URL Copy number Status Notes Date due Barcode Item holds Item hold queue priority Course reserves
Stack text books All India Institute of Speech and Hearing 108/3 621.382 2 HAY K (Browse shelf) Available 15620
Total holds: 0

"A selected reprint volume."

"IEEE order no. PC5860."--T.p. verso.

Includes bibliographical references and index.

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

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