EEG signal processing and feature extraction
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書誌事項
EEG signal processing and feature extraction
Springer, c2019
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注記
Online resource; title from PDF title page (SpringerLink, viewed October 14, 2019)
収録内容
- Intro; Contents; Contributors; Chapter 1: Introduction; 1.1 Historical Background; 1.2 Why to Write This Book?; 1.3 Who Wrote It and Who to Use?; 1.4 The Organization of the Book; References; Chapter 2: EEG: Neural Basis and Measurement; 2.1 Neural Basis
- 2.2.4.1 Recording Environment2.2.4.2 Parameters of EEG Recording System; 2.2.4.3 Subjects; References; Chapter 3: Electroencephalography, Evoked Potentials, and Event-Related Potentials; 3.1 Spontaneous EEG Activity; 3.2 Evoked Potentials and Event-Relat
- Chapter 4: ERP Experimental Design4.1 Experimental Design and Cognitive Processes; 4.1.1 Stimulus Properties; 4.1.2 Condition Comparison; 4.1.3 Behavioral Measure; 4.2 Requirements of the ERP Method; 4.2.1 Trial Number; 4.2.2 Stimulus Probability; 4.2.3
- 4.4.4 Oddball Paradigm4.4.5 Sentence Comprehension Paradigm; References; Chapter 5: EEG Preprocessing and Denoising; 5.1 Artifacts in EEG; 5.1.1 Physiological Artifacts; 5.1.2 Non-physiological Artifacts; 5.2 Montage; 5.3 Filtering; 5.4 Re-referencing; 5
- 6.2.3 The Welchś Method6.2.4 The Multitaper Method; 6.2.5 Autoregressive Method; 6.2.6 Comparison of Spectral Estimation Methods; 6.2.7 Extraction of Spectral Features; 6.3 Time-Frequency Analysis; 6.3.1 Basic Concepts; 6.3.2 Short-Time Fourier Transfor
