Feature Selection and Classifier Parameters Estimation for EEG Signals Peak Detection Using Particle Swarm Optimization

Table 12

Training results: the feature sets of 10 runs using RA-PSO.

RA-PSO	Peak features
	Amplitudes					Widths					Slopes			Gmean (%)
Run													-
#1	0	0	0	0	1	0	0	1	0	0	0	0	0	99.91
#2	0	0	0	0	1	0	0	0	0	0	0	1	0	99.87
#3	0	0	0	1	1	0	0	0	0	0	0	0	0	99.90
#4	0	0	0	1	1	0	0	0	0	0	0	0	0	99.90
#5	0	0	0	0	1	0	0	1	0	0	0	0	0	99.91
#6	0	1	0	0	1	0	0	0	0	0	0	0	0	99.90
#7	0	1	0	0	1	0	0	0	0	0	0	0	0	99.90
#8	0	0	0	1	1	0	0	0	0	0	0	0	0	99.90
#9	0	1	0	0	1	0	0	0	0	0	0	0	0	99.90
#10	0	0	0	0	1	0	0	1	0	0	0	0	0	99.91
	AVERAGE Gmean													99.90