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  • © 2019

EEG Signal Processing and Feature Extraction

Editors:

  • Thoroughly discussing the concepts and methods in EEG signal processing and feature extraction

  • Providing the cutting-edge developments in EEG analysis

  • Illustrating the applications of the advanced techniques in various research fields

  • With ample illustrations

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Table of contents (20 chapters)

  1. Front Matter

    Pages i-viii
  2. Introduction

    • Li Hu, Zhiguo Zhang
    Pages 1-5
  3. EEG: Neural Basis and Measurement

    • Xiaolei Xia, Li Hu
    Pages 7-21
  4. ERP Experimental Design

    • Ruolei Gu
    Pages 43-69
  5. EEG Preprocessing and Denoising

    • Weiwei Peng
    Pages 71-87
  6. Spectral and Time-Frequency Analysis

    • Zhiguo Zhang
    Pages 89-116
  7. Blind Source Separation

    • Fengyu Cong
    Pages 117-140
  8. Microstate Analysis

    • Huibin Jia
    Pages 141-157
  9. Source Analysis

    • Xu Lei
    Pages 159-189
  10. Single-Trial Analysis

    • Li Hu
    Pages 191-214
  11. Nonlinear Neural Dynamics

    • Yang Bai, Xiaoli Li, Zhenhu Liang
    Pages 215-240
  12. Connectivity Analysis

    • Huibin Jia
    Pages 241-266
  13. Spatial Complex Brain Network

    • Dong Wen, Zhenhao Wei, Yanhong Zhou, Yanbo Sun, Fengnian Li, Jiewei Li
    Pages 267-286
  14. Temporal Complex Network Analysis

    • Zhongke Gao, Yuxuan Yang, Qing Cai
    Pages 287-300
  15. Machine Learning

    • Yiheng Tu
    Pages 301-323
  16. Deep Learning

    • Zhongke Gao, Xinmin Wang
    Pages 325-333
  17. Statistical Analysis

    • Gan Huang
    Pages 335-375
  18. Simultaneous EEG-fMRI

    • Xu Lei
    Pages 377-405
  19. EEG/ERP Data Analysis Toolboxes

    • Gan Huang
    Pages 407-434

About this book

This book presents the conceptual and mathematical basis and the implementation of both electroencephalogram (EEG) and EEG signal processing in a comprehensive, simple, and easy-to-understand manner. EEG records the electrical activity generated by the firing of neurons within human brain at the scalp. They are widely used in clinical neuroscience, psychology, and neural engineering, and a series of EEG signal-processing techniques have been developed. Intended for cognitive neuroscientists, psychologists and other interested readers, the book discusses a range of current mainstream EEG signal-processing and feature-extraction techniques in depth, and includes chapters on the principles and implementation strategies.


Editors and Affiliations

  • CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing, China

    Li Hu

  • School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, China

    Zhiguo Zhang

About the editors

Dr. Li Hu is a Principle Investigator at the Institute of Psychology, Chinese Academy of Sciences, China. He is also an Honorary Senior Research Associate at University College London. Dr. Hu has contributed to the development of novel techniques to facilitate the analysis of event-related EEG responses. He has published more than 60 research articles in this field, and was sponsored by the National Natural Science Foundation of China for Excellent Young Scholars.

Dr. Zhiguo Zhang is a Professor at the School of Biomedical Engineering, Health Science Center, Shenzhen University, China. His research focuses on neural signal analysis, brain-computer interaction, machine learning for brain decoding and digital signal processing. He has published more than 60 articles in these fields.

Bibliographic Information

  • Book Title: EEG Signal Processing and Feature Extraction

  • Editors: Li Hu, Zhiguo Zhang

  • DOI: https://doi.org/10.1007/978-981-13-9113-2

  • Publisher: Springer Singapore

  • eBook Packages: Biomedical and Life Sciences, Biomedical and Life Sciences (R0)

  • Copyright Information: Springer Nature Singapore Pte Ltd. 2019

  • Hardcover ISBN: 978-981-13-9112-5Published: 25 October 2019

  • Softcover ISBN: 978-981-13-9115-6Published: 25 October 2020

  • eBook ISBN: 978-981-13-9113-2Published: 12 October 2019

  • Edition Number: 1

  • Number of Pages: VIII, 437

  • Number of Illustrations: 34 b/w illustrations, 143 illustrations in colour

  • Topics: Biomedical Engineering/Biotechnology, Neurosciences, Psychology Research

Buy it now

Buying options

eBook USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access