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Fundamentals of Adaptive Signal Processing

  • Textbook
  • © 2015

Overview

Authors:
  1. Aurelio Uncini

    1. DIET, Sapienza University of Rome, Rome, Italy

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  • Explains the fundamental concepts of adaptive signal processing
  • Provides robust algorithms and evaluation tools for a wide range of application scenarios
  • Uses a simple mathematical language but adopts a rigorous approach
  • Includes detailed appendices, ensuring the text is self-contained

Part of the book series: Signals and Communication Technology (SCT)

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Table of contents (9 chapters)

  1. Front Matter

    Pages i-xxv
    Download chapter PDF

  2. Discrete-Time Signals and Circuits Fundamentals

    • Aurelio Uncini
    Pages 1-54

  3. Introduction to Adaptive Signal and Array Processing

    • Aurelio Uncini
    Pages 55-90

  4. Optimal Linear Filter Theory

    • Aurelio Uncini
    Pages 91-142

  5. Least Squares Method

    • Aurelio Uncini
    Pages 143-204

  6. First-Order Adaptive Algorithms

    • Aurelio Uncini
    Pages 205-285

  7. Second-Order Adaptive Algorithms

    • Aurelio Uncini
    Pages 287-349

  8. Block and Transform Domain Algorithms

    • Aurelio Uncini
    Pages 351-421

  9. Linear Prediction and Recursive Order Algorithms

    • Aurelio Uncini
    Pages 423-476

  10. Discrete Space-Time Filtering

    • Aurelio Uncini
    Pages 477-578

  11. Back Matter

    Pages 579-704
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Keywords

About this book

This book is an accessible guide to adaptive signal processing methods that equips the reader with advanced theoretical and practical tools for the study and development of circuit structures and provides robust algorithms relevant to a wide variety of application scenarios. Examples include multimodal and multimedia communications, the biological and biomedical fields, economic models, environmental sciences, acoustics, telecommunications, remote sensing, monitoring and in general, the modeling and prediction of complex physical phenomena. The reader will learn not only how to design and implement the algorithms but also how to evaluate their performance for specific applications utilizing the tools provided. While using a simple mathematical language, the employed approach is very rigorous. The text will be of value both for research purposes and for courses of study.

Authors and Affiliations

  • DIET, Sapienza University of Rome, Rome, Italy

    Aurelio Uncini

About the author

Aurelio Uncini is full Professor at Sapienza University of Rome, Italy, teaching Circuits Theory, Adaptive Algorithm and Parallel Computing, Digital Audio Processing. He is the director of the laboratory of Intelligent Signal Processing and Multimedia (ISPAMM) and co-founder of Cyber Intelligence and Information Security (CIS) research center at Sapienza University of Rome.

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