Research Article

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

Table 11

Average training and testing results of 10 runs with feature selection using standard PSO.

AlgorithmResults Training Testing
Gmean (%) TNFPTPFNGmean (%) TNFPTPFN

Standard PSOAVG 99.91 5113 27 20 0 93.73 5110 30 18 2
MAX 99.98 5118 2220 099.92 5114 2620 0
MIN 99.69 5109 3120 077.41 5106 3412 8
STDEV 8.07 7.18