Driving Fatigue Detection from EEG Using a Modified PCANet Method

Table 2

The summary of the statistical analysis (t-test) of the classification performance between all feature extraction methods.

Methods	Classifiers	values
		Accuracy (%)	AUC
Modified-PCANet-WPD	SVM	1.36e − 07	1.02E − 04
	KNN	6.15e − 05	5.18E − 04
Modified-PCANet-PSD	SVM	0.0023	2.24E − 04
	KNN	0.0018	3.10E − 03
Modified-PCANet-PCANet	SVM	0.3541	0.6612
	KNN	0.6823	0.2884