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Adaptive signal processing : next generation solutions

Author: Tülay Adali; Simon S Haykin
Publisher: New York : IEEE, Institute of Electrical and Electronics Engineers ; [Hoboken, N.J.] : Wiley, ©2010.
Series: Adaptive and learning systems for signal processing, communications, and control.
Edition/Format:   Print book : EnglishView all editions and formats
Database:WorldCat
Summary:
"Recent development in signal processing have made it clear that significant performance gains can be achieved beyond those achievable using standard adaptive filtering approaches. Adoptive Signal Processing presents the next generation of algorithms that will produce these desired results, with an emphasis on important applications and theoretical advancements." "This highly unique resource brings together leading  Read more...
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Document Type: Book
All Authors / Contributors: Tülay Adali; Simon S Haykin
ISBN: 9780470195178 0470195177
OCLC Number: 230183315
Description: xv, 407 pages : illustrations ; 25 cm.
Contents: Preface. <p>Contributors. <p>Chapter 1 Complex-Valued Adaptive Signal Processing. <p>1.1 Introduction. <p>1.2 Preliminaries. <p>1.3 Optimization in the Complex Domain. <p>1.4 Widely Linear Adaptive Filtering. <p>1.5 Nonlinear Adaptive Filtering with MultilayerPerceptrons. <p>1.6 Complex Independent Component Analysis. <p>1.7 Summary. <p>1.8 Acknowledgment. <p>1.9 Problems. <p>References. <p>Chapter 2 Robust Estimation Techniques for Complex-ValuedRandom Vectors. <p>2.1 Introduction. <p>2.2 Statistical Characterization of Complex Random Vectors. <p>2.3 Complex Elliptically Symmetric (CES) Distributions. <p>2.4 Tools to Compare Estimators. <p>2.5 Scatter and Pseudo-Scatter Matrices. <p>2.6 Array Processing Examples. <p>2.7 MVDR Beamformers Based on M -Estimators. <p>2.8 Robust ICA. <p>2.9 Conclusion. <p>2.10 Problems. <p>References. <p>Chapter 3 Turbo Equalization. <p>3.1 Introduction. <p>3.2 Context. <p>3.3 Communication Chain. <p>3.4 Turbo Decoder: Overview. <p>3.5 Forward-Backward Algorithm. <p>3.6 Simplified Algorithm: Interference Canceler. <p>3.7 Capacity Analysis. <p>3.8 Blind Turbo Equalization. <p>3.9 Convergence. <p>3.10 Multichannel and Multiuser Settings. <p>3.11 Concluding Remarks. <p>3.12 Problems. <p>References. <p>Chapter 4 Subspace Tracking for Signal Processing. <p>4.1 Introduction. <p>4.2 Linear Algebra Review. <p>4.3 Observation Model and Problem Statement. <p>4.4 Preliminary Example: Oja s Neuron. <p>4.5 Subspace Tracking. <p>4.6 Eigenvectors Tracking. <p>4.7 Convergence and Performance Analysis Issues. <p>4.8 Illustrative Examples. <p>4.9 Concluding Remarks. <p>4.10 Problems. <p>References. <p>Chapter 5 Particle Filtering. <p>5.1 Introduction. <p>5.2 Motivation for Use of Particle Filtering. <p>5.3 The Basic Idea. <p>5.4 The Choice of Proposal Distribution and Resampling. <p>5.5 Some Particle Filtering Methods. <p>5.6 Handling Constant Parameters. <p>5.7 Rao Blackwellization. <p>5.8 Prediction. <p>5.9 Smoothing. <p>5.10 Convergence Issues. <p>5.11 Computational Issues and Hardware Implementation. <p>5.12 Acknowledgments. <p>5.13 Exercises. <p>References. <p>Chapter 6 Nonlinear Sequential State Estimation for SolvingPattern-Classification Problems. <p>6.1 Introduction. <p>6.2 Back-Propagation and Support Vector Machine-LearningAlgorithms: Review. <p>6.3 Supervised Training Framework of MLPs Using NonlinearSequential State Estimation. <p>6.4 The Extended Kalman Filter. <p>6.5 Experimental Comparison of the Extended Kalman FilteringAlgorithm with the Back-Propagation and Support Vector MachineLearning Algorithms. <p>6.6 Concluding Remarks. <p>6.7 Problems. <p>References. <p>Chapter 7 Bandwidth Extension of Telephony Speech. <p>7.1 Introduction. <p>7.2 Organization of the Chapter. <p>7.3 Nonmodel-Based Algorithms for Bandwidth Extension. <p>7.4 Basics. <p>7.5 Model-Based Algorithms for Bandwidth Extension. <p>7.6 Evaluation of Bandwidth Extension Algorithms. <p>7.7 Conclusion. <p>7.8 Problems. <p>References. <p>Index.
Series Title: Adaptive and learning systems for signal processing, communications, and control.
Responsibility: edited by Tülay Adali, Simon Haykin.

Abstract:

This book presents the latest research results in adaptive signal processing with an emphasis on important applications and theoretical advancements. Each chapter is self-contained, comprehensive in  Read more...

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