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© 2015

Biological Signals Classification and Analysis

Book

Part of the Lecture Notes in Bioengineering book series (LNBE)

Table of contents

  1. Front Matter
    Pages i-xi
  2. Kamran Kiasaleh
    Pages 1-86
  3. Kamran Kiasaleh
    Pages 87-135
  4. Kamran Kiasaleh
    Pages 137-174
  5. Kamran Kiasaleh
    Pages 175-275
  6. Kamran Kiasaleh
    Pages 277-376
  7. Kamran Kiasaleh
    Pages 377-380

About this book

Introduction

This authored monograph presents key aspects of signal processing analysis in the biomedical arena. Unlike wireless communication systems, biological entities produce signals with underlying nonlinear, chaotic nature that elude classification using the standard signal processing techniques, which have been developed over the past several decades for dealing primarily with standard communication systems. This book separates what is random from that which appears to be random, and yet is truly deterministic with random appearance. At its core, this work gives the reader a perspective on biomedical signals and the means to classify and process such signals. In particular, a review of random processes along with means to assess the behavior of random signals is also provided. The book also includes a general discussion of biological signals in order to demonstrate the inefficacy of the well-known techniques to correctly extract meaningful information from such signals. Finally, a thorough discussion of recently proposed signal processing tools and methods for addressing biological signals is included. The target audience primarily comprises researchers and expert practitioners but the book may also be beneficial for graduate students.

Keywords

Anti-Aliasing Filter Chaotic Systems Electrocardiography Electroencephalography Electromyography Magnetoencephalography Power Spectrum Density Response to Biological Signals Signal Decomposition Methods Upsampling and Downsampling

Authors and affiliations

  1. 1.Electrical EngineeringThe University of Texas at DallasRichardsonUSA

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Reviews

“The book is interesting to read and will be useful for researchers interested in the details of suitable algorithms using biological signals for any application … . it is appropriate for students and academics planning to do research specifically with one or more of the discussed algorithms.” (Ramaswamy Palaniappan, Computing Reviews, computingreviews.com, July, 2016)

“The book offers a comprehensive yet well focused exposition of the classification and analysis of biological signals. … The book, divided into six chapters, is well structured and the exposition is clear and carefully thought-out. … useful to students in various courses on biological signal analysis. For practitioners, the volume may also serve as a handy compendium of updated material on biological signal processing.” (Witold Pedrycz, zbMATH 1330.92002, 2016)