Pub. Date:
The Institution of Engineering and Technology
EEG Signal Processing: Feature extraction, selection and classification methods

EEG Signal Processing: Feature extraction, selection and classification methods

by Wai Yie LeongWai Yie Leong


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Electroencephalography (EEG) is an electrophysiological monitoring method used to record the brain activity in brain-computer interface (BCI) systems. It records the electrical activity of the brain, is typically non-invasive with electrodes placed along the scalp, requires relatively simple and inexpensive equipment, and is easier to use than other methods.

EEG-based BCI methods provide modest speed and accuracy which is why multichannel systems and proper signal processing methods are used for feature extraction, feature selection and feature classification to discriminate among several mental tasks. This edited book presents state of the art aspects of EEG signal processing methods, with an emphasis on advanced strategies, case studies, clinical practices and applications such as EEG for meditation, auditory selective attention, sleep apnoea; person authentication; handedness detection, Parkinson's disease, motor imagery, smart air travel support and brain signal classification.

Product Details

ISBN-13: 9781785613708
Publisher: The Institution of Engineering and Technology
Publication date: 05/01/2019
Series: Healthcare Technologies Series
Pages: 296
Product dimensions: 6.14(w) x 9.21(h) x (d)

About the Author

Wai Yie Leong is a Professor at MAHSA University, Malaysia, where she specializes in biomedical signal and image processing, medical signal processing and telecommunications, smart control, and wireless sensor networks. She has been actively involved in Women In Technology and received the Smart-State-Smart-Women Award from the Queensland Government, Australia, in 2005. She is currently the Chairman of the Women Engineers Section, Malaysia (IEM-WE) and Chairman of Women Engineers - AFEO (WEAFEO). She has participated in National and International Wushu Tournaments winning more than 30 awards, including traditional Taichi, Taichi sobre, Taichi fan and Taichi sword.

Table of Contents

  • Chapter 1: EEG extraction for meditation
  • Chapter 2: EEG in auditory selective attention
  • Chapter 3: Investigating EEG signal detection, feature optimisation, and extraction method for sleep apnea
  • Chapter 4: Person authentication using electroencephalogram (EEG) brainwaves signals
  • Chapter 5: Handedness detection system
  • Chapter 6: Parkinson's disease feature extraction
  • Chapter 7: Source analysis in motor imagery EEG BCI applications
  • Chapter 8: Evaluation for smart air travel support system
  • Chapter 9: Brain signal classification using normalisation
  • Chapter 10: The biometric brain dermatoglyphic neural architecture (DNA): brain power at your fingertips
  • Chapter 11: Electrocardiography: overview, preparation, and technique
  • Chapter 12: Blind source separation for OSAS: data extraction

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