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.
| Algorithm | Results | Training | Testing | Gmean (%) | TN | FP | TP | FN | Gmean (%) | TN | FP | TP | FN |
| Standard PSO | AVG | 99.91 | 5113 | 27 | 20 | 0 | 93.73 | 5110 | 30 | 18 | 2 | MAX | 99.98 | 5118 | 22 | 20 | 0 | 99.92 | 5114 | 26 | 20 | 0 | MIN | 99.69 | 5109 | 31 | 20 | 0 | 77.41 | 5106 | 34 | 12 | 8 | STDEV | 8.07 | | | | | 7.18 | | | | |
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