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Title EEG signal processing : feature extraction, selection and classification methods / edited by Wai Yie Leong

Publication Info. Stevenage, United Kingdom : Institution of Engineering and Technology, 2019
©2019

Item Status

Description 1 online resource illustrations
Series IET healthcare technologies series 16
IET healthcare technologies series ; 16.
Bibliography Includes bibliographical references and index
Summary The book has 12 chapters which are on: EEG extraction; EEG in auditory selective attention; EEG signal detection, feature optimisation, and extraction method for sleep apnea; person authentication using electroencephalogram (EEG) brain waves signals; handedness detection system; Parkinson's disease feature extraction; source analysis in motor imagery EEG BCI applications; smart air travel support system; brain signal classification using normalisation; biometric brain dermatoglyphic neural architecture; electrocardiography; and OSAS blind source separation
Contents Intro -- Title -- Copyright -- Contents -- Foreword -- 1 EEG extraction for meditation -- 1.1 Introduction -- 1.2 EEG signal processing -- 1.2.1 Data collection -- 1.2.2 Data preparation -- 1.2.3 Filters -- 1.2.4 Principal component analysis -- 1.2.5 Independent component analysis -- 1.2.6 Segmentation and manual artifact deletion -- 1.3 Feature extraction -- 1.3.1 Review of some feature extraction methods -- 1.4 Conclusion -- Appendix A -- References -- 2 EEG in auditory selective attention -- 2.1 Pioneer studies on neural correlates of auditory selective attention
2.2 Single sweep ALRs and wavelet-phase stability (WPS) -- 2.3 WPS and the neural correlates of selective attention -- 2.3.1 Study on the normal healthy subjects -- 2.3.2 Study on tinnitus patients (pre- and post-music therapy) -- 2.3.3 Study on tinnitus decompensated patients -- 2.4 Remarks -- 2.5 Conclusion -- References -- 3 Investigating EEG signal detection, feature optimisation, and extraction method for sleep apnea -- 3.1 Introduction -- 3.2 Literature review -- 3.3 Research methodology -- 3.4 Experimental results -- 3.4.1 The experimental setup of sleep apnea study
3.4.2 Effect of forebody -- 3.4.3 Performance analysis using index of orthogonality -- 3.4.4 Extracting sleep bands using wavelet -- 3.4.5 Extracting sleep bands using EMD -- 3.5 Conclusion -- References -- 4 Person authentication using electroencephalogram (EEG) brainwaves signals -- 4.1 Introduction -- 4.2 The human brain -- 4.3 Electroencephalogram (EEG) -- 4.3.1 Event-related potentials -- 4.3.2 Visual-evoked potential -- 4.3.3 Electrode placements -- 4.4 Experimentation -- 4.4.1 EEG signal recording and segmentation -- 4.4.2 Feature extraction -- 4.4.3 Feature selection
4.4.4 Classification -- 4.5 Results and discussion -- 4.6 Conclusion -- References -- 5 Handedness detection system -- 5.1 Introduction -- 5.2 Methodology -- 5.2.1 Lifting-based discrete Wavelet Transform -- 5.2.2 Reconstructed empirical mode decomposition -- 5.2.3 Finite impulse response filter -- 5.2.4 Mean EEG coherence -- 5.3 Results and discussion -- 5.3.1 Analysis of the MEC -- 5.3.2 Analysis on spectrogram and power spectral density -- 5.3.3 Analysis on instantaneous frequency -- 5.3.4 Analysis on dynamic time warp -- 5.4 Conclusion -- References -- 6 Parkinson's disease feature extraction
6.1 Introduction -- 6.2 Literature review -- 6.3 Methodology -- 6.3.1 Discrete Wavelet Transform -- 6.3.2 Haar Wavelet -- 6.3.3 Daubechies Wavelet -- 6.4 Experiment setup -- 6.5 Results and discussion -- 6.5.1 Index of orthogonality -- 6.5.2 Stride time signal -- 6.5.3 Sleep EEG -- 6.5.4 Sleep band extraction -- 6.6 Conclusion -- References -- 7 Source analysis in motor imagery EEG BCI applications -- 7.1 Introduction to source localization -- 7.1.1 Inverse solutions -- 7.1.2 Point-spread function -- 7.1.3 Spatial component decorrelation
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Electroencephalography.
Signal processing.
Biometric identification.
Brain.
Brain-computer interfaces.
Electrocardiography.
Hearing.
Medical technology.
Neural networks (Computer science)
Sleep.
Biometric identification
Brain
Brain-computer interfaces
Electrocardiography
Electroencephalography
Hearing
Medical technology
Neural networks (Computer science)
Signal processing
Sleep
biometrics (access control)
brain
brain-computer interfaces
electrocardiography
electroencephalography
feature extraction
hearing
medical disorders
medical signal processing
neural nets
sleep
Indexed Term OSAS blind source separation
electrocardiography
biometric brain dermatoglyphic neural architecture
brain signal classification
smart air travel support system
motor imagery EEG BCI applications
source analysis
Parkinson's disease feature extraction
handedness detection system
electroencephalogram brain waves signals
person authentication
sleep apnea
EEG signal detection
auditory selective attention
EEG signal processing feature extraction
Genre/Form Electronic books.
Added Author Leong, Wai Yie, editor.
Institution of Engineering and Technology, issuing body.
ISBN 1785613715 electronic bk.
9781785613715 (electronic bk.)
9781785613708
1785613707