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

Table 7

Training and testing performance of peak detection for each peak model (without feature selection).

Peak model	Training (%)				Testing (%)
	Average	Max	Min	STDEV	Average	Max	Min	STDEV
Dumpala et al. (1982) [8]	84.01	89.15	80.58	4.43	81.22	91.83	74.15	9.13
Acir et al. (2005) [7, 11, 26]	74.4	80.59	67.08	3.71	68.59^worst	77.43	54.77	6.97
Liu et al. (2002) [10]	0	0	0	0	0	0	0	0
Dingle et al. (1993) [9]	90.98	94.76	83.66	5.1		94.75	77.44	7.98