Adaptive Signal Processing:Next Generation Solutions

Cover Image Copyright Year: 2010
Author(s): Tülay Adali; Simon Haykin
Book Type: Wiley-IEEE Press
Content Type : Books & eBooks
Topics: Signal Processing & Analysis
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    ComplexValued Adaptive Signal Processing

    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Preliminaries

  • Optimization in the Complex Domain

  • Widely Linear Adaptive Filtering

  • Nonlinear Adaptive Filtering with Multilayer Perceptrons

  • Complex Independent Component Analysis

  • Summary

  • Acknowledgment

  • Problems

  • References

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    Robust Estimation Techniques for ComplexValued Random Vectors

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Statistical Characterization of Complex Random Vectors

  • Complex Elliptically Symmetric (CES) Distributions

  • Tools to Compare Estimators

  • Scatter and Pseudo-Scatter Matrices

  • Array Processing Examples

  • MVDR Beamformers Based on M-Estimators

  • Robust ICA

  • Conclusion

  • Problems

  • References

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    Turbo Equalization

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Context

  • Communication Chain

  • Turbo Decoder: Overview

  • Forward-Backward Algorithm

  • Simplified Algorithm: Interference Canceler

  • Capacity Analysis

  • Blind Turbo Equalization

  • Convergence

  • Multichannel and Multiuser Settings

  • Concluding Remarks

  • Problems

  • References

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    Subspace Tracking for Signal Processing

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Linear Algebra Review

  • Observation Model and Problem Statement

  • Preliminary Example: Oja's Neuron

  • Subspace Tracking

  • Eigenvectors Tracking

  • Convergence and Performance Analysis Issues

  • Illustrative Examples

  • Concluding Remarks

  • Problems

  • References

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    Particle Filtering

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Motivation for Use of Particle Filtering

  • The Basic Idea

  • The Choice of Proposal Distribution and Resampling

  • Some Particle Filtering Methods

  • Handling Constant Parameters

  • Rao-Blackwellization

  • Prediction

  • Smoothing

  • Convergence Issues

  • Computational Issues and Hardware Implementation

  • Acknowledgments

  • Exercises

  • References

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    Nonlinear Sequential State Estimation for Solving PatternClassification Problems

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Back-Propagation and Support Vector Machine-Learning Algorithms: Review

  • Supervised Training Framework of MLPs Using Nonlinear Sequential State Estimation

  • The Extended Kalman Filter

  • Experimental Comparison of the Extended Kalman Filtering Algorithm with the Back-Propagation and Support Vector Machine Learning Algorithms

  • Concluding Remarks

  • Problems

  • References

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    Bandwidth Extension of Telephony Speech

    Adaptive Signal Processing:Next Generation Solutions
    Page(s): 349 - 391
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:
    Introduction
    Organization of the Chapter
    Nonmodel-Based Algorithms for Bandwidth Extension
    Basics
    Model-Based Algorithms for Bandwidth Extension
    Evaluation of Bandwidth Extension Algorithms
    Conclusion
    Problems
    References View full abstract»

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    Index

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

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    Wiley Series in Adaptive and Learning Systems for Signal Processing, Communication and Control

    Adaptive Signal Processing:Next Generation Solutions
    Copyright Year: 2010

    Wiley-IEEE Press eBook Chapters

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