A Novel Fatigue Driving State Recognition and Warning Method Based on EEG and EOG Signals

Table 5

Recognition accuracy based on EEG features.

Brain area	Feature	BP	RF	SVM	CNN	FSVM
P	PSD	0.8892	0.8791	0.9146	0.9287	0.9128
	DE	0.8957	0.8880	0.9245	0.9420	0.9215
T	PSD	0.8921	0.8687	0.9112	0.9117	0.9126
	DE	0.8985	0.8763	0.9197	0.9421	0.9204
F	PSD	0.8864	0.8725	0.9020	0.9223	0.9043
	DE	0.8903	0.8804	0.9189	0.9468	0.9180
Mean	PSD	0.8892	0.8734	0.9093	0.9209	0.9099
	DE	0.8948	0.8816	0.9210	0.9436	0.9200