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EEG (Preprocessing (Artifacts Removal (Blind signal separation (ICA)),…
EEG
Preprocessing
Artifacts Removal
Blind signal separation
ICA
Data Filtering
Remove outliers (mean +- 2*std)
Normalize Background (On eyes)
Bandpass Filtering
Analysis (Post Processing)
Feature Extraction
Frequency
Fast Fourier Transform (FFT)
Wavelet Transform (WT)
Continuous Wavelet Transform (CWT)
Eigenvectors
Time-Frequency Distributions
Hilbert–Huang transform
ERP
Entropy
Amplitude
Power
Asymmetry
Coherence
Common spatial pattern (CSP)
Classification
Deep Learning
LogReg
Naive Bayes
KNN
Statistics
MANOVA
Mann–Whitney u test
Checking
Check for normal