EEG Signal Processing and Feature Extraction

• Corporate Author: SpringerLink (Online service)
• Other Authors: Hu, Li (Editor, http://id.loc.gov/vocabulary/relators/edt), Zhang, Zhiguo (Editor, http://id.loc.gov/vocabulary/relators/edt)
• Format: Electronic eBook
• Language: English
• Published: Singapore : Springer Singapore : Imprint: Springer, 2019.
• Edition: 1st ed. 2019.
• Subjects: Biomedical engineering.; Neurosciences.; Experiential research.; Biomedical Engineering/Biotechnology.; Psychology Research.

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 sca...

Table of Contents:

• Introduction
• EEG: origin and measurement
• Electroencephalography, Evoked potentials and event-related potentials
• ERP Experimental design
• EEG Preprocessing and denoising
• Spectral and time-frequency analysis
• Blind source separation
• Microstate analysis
• Source analysis
• Single-trial analysis
• Nonlinear neural dynamics
• Connectivity analysis
• Spatial complex brain network
• Temporal complex network analysis
• Machine learning
• Deep learning
• Statistical analysis
• Simultaneous EEG-fMRI
• EEG/ERP data analysis toolboxes
• Summary and conclusions.