Description |
1 online resource : illustrations. |
Physical Medium |
polychrome |
Description |
text file |
Series |
IET healthcare technologies series ; 16
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IET healthcare technologies series ; 16.
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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 |
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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 |
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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 |
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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 |
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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.
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Electroencephalography. |
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Signal processing.
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Signal processing. |
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Biometric identification.
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Biometric identification. |
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Brain.
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Brain. |
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Brain-computer interfaces.
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Brain-computer interfaces. |
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Electrocardiography.
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Electrocardiography. |
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Hearing.
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Hearing. |
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Medical technology.
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Medical technology. |
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Neural networks (Computer science)
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Neural networks (Computer science) |
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Sleep.
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Sleep. |
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biometrics (access control) |
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brain. |
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brain-computer interfaces. |
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electrocardiography. |
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electroencephalography. |
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feature extraction. |
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hearing. |
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medical disorders. |
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medical signal processing. |
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neural nets. |
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sleep. |
Indexed Term |
OSAS blind source separation |
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electrocardiography |
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biometric brain dermatoglyphic neural architecture |
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brain signal classification |
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smart air travel support system |
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motor imagery EEG BCI applications |
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source analysis |
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Parkinson's disease feature extraction |
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handedness detection system |
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electroencephalogram brain waves signals |
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person authentication |
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sleep apnea |
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EEG signal detection |
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auditory selective attention |
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EEG signal processing feature extraction |
Genre/Form |
Electronic books.
|
Added Author |
Leong, Wai Yie, editor.
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|
Institution of Engineering and Technology, issuing body.
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ISBN |
1785613715 electronic book |
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9781785613715 (electronic book) |
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9781785613708 |
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1785613707 |