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Eeg Signal Processing and Feature Extraction
Paperback
Medical ReferenceGeneral Psychology
ISBN13: 9789811391156
Publisher: Springer Nature
Published: Oct 25 2020
Pages: 437
Weight: 1.37
Height: 0.91 Width: 6.14 Depth: 9.21
Language: English
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.
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