Academic Press Library in Signal Processing, Volume 3

1st Edition

Array and Statistical Signal Processing

Editor-in-Chiefs: Sergios Theodoridis Rama Chellappa
Hardcover ISBN: 9780124115972
eBook ISBN: 9780124116214
Imprint: Academic Press
Published Date: 5th September 2013
Page Count: 1012
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Table of Contents


Signal Processing at Your Fingertips!

About the Editors

Section Editors

Section 1

Section 2

Authors Biography

Section 1: Statistical Signal Processing

Chapter 1. Introduction to Statistical Signal Processing


3.01.1 A brief historical recount

3.01.2 Content

3.01.3 Contributions

3.01.4 Suggested further reading


Chapter 2. Model Order Selection


3.02.1 Introduction

3.02.2 Example: variable selection in regression

3.02.3 Methods based on statistical inference paradigms

3.02.4 Information and coding theory based methods

3.02.5 Example: estimating number of signals in subspace methods

3.02.6 Conclusion


Chapter 3. Non-Stationary Signal Analysis Time-Frequency Approach


3.03.1 Introduction

3.03.2 Linear signal transforms

3.03.3 Quadratic time-frequency distributions

3.03.4 Higher order time-frequency representations

3.03.5 Processing of sparse signals in time-frequency

3.03.6 Examples of time-frequency analysis applications


Chapter 4. Bayesian Computational Methods in Signal Processing


3.04.1 Introduction

3.04.2 Parameter estimation

3.04.3 Computational methods

3.04.4 State-space models and sequential inference

3.04.5 Conclusion

A Probability densities and integrals


Chapter 5. Distributed Signal Detection


3.05.1 Introduction

3.05.2 Distributed detection with independent observations

3.05.3 Distributed detection with dependent observations

3.05.4 Conclusion


Chapter 6. Quickest Change Detection



3.06.1 Introduction



This third volume, edited and authored by world leading experts, gives a review of the principles, methods and techniques of important and emerging research topics and technologies in array and statistical signal processing.

With this reference source you will:

  • Quickly grasp a new area of research 
  • Understand the underlying principles of a topic and its application
  • Ascertain how a topic relates to other areas and learn of the research issues yet to be resolved

Key Features

  • Quick tutorial reviews of important and emerging topics of research in array and statistical signal processing
  • Presents core principles and shows their application
  • Reference content on core principles, technologies, algorithms and applications
  • Comprehensive references to journal articles and other literature on which to build further, more specific and detailed knowledge
  • Edited by leading people in the field who, through their reputation, have been able to commission experts to write on a particular topic


R&D engineers in signal processing and wireless and mobile communications


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© Academic Press 2014
Academic Press
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Hardcover ISBN:

About the Editor-in-Chiefs

Sergios Theodoridis Editor-in-Chief

Sergios Theodoridis is Professor of Signal Processing and Machine Learning in the Department of Informatics and Telecommunications of the University of Athens. He is the co-author of the bestselling book, Pattern Recognition, and the co-author of Introduction to Pattern Recognition: A MATLAB Approach. He serves as Editor-in-Chief for the IEEE Transactions on Signal Processing, and he is the co-Editor in Chief with Rama Chellapa for the Academic Press Library in Signal Processing. He has received a number of awards including the 2014 IEEE Signal Processing Magazine Best Paper Award, the 2009 IEEE Computational Intelligence Society Transactions on Neural Networks Outstanding Paper Award, the 2014 IEEE Signal Processing Society Education Award, the EURASIP 2014 Meritorious Service Award, and he has served as a Distinguished Lecturer for the IEEE Signal Processing Society and the IEEE Circuits and Systems Society. He is a Fellow of EURASIP and a Fellow of IEEE.

Affiliations and Expertise

Department of Informatics and Telecommunications, University of Athens, Greece

Rama Chellappa Editor-in-Chief

Affiliations and Expertise

University of Maryland, College Park, USA