EEG Signal Processing and Feature Extraction

By Leopold B. Felsen, Mauro Mongiardo, Peter Russer

Book Overview

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.

• Format: Paperback
• Language: English
• ISBN: 9811391157
• ISBN13: 9789811391156
• Release Date: October 2020
• Publisher: Springer
• Length: 437 Pages
• Weight: 1.37 lbs.
• Dimensions: 0.9" x 6.1" x 9.2"