Table 1 Test results for accuracy and time required
Dataset | CBFS Best First | Threshold 0,05 | Treshold based on Standard Deviation | CBFS Best First (FFT) | Threshold 0.05 (FFT) | Treshold based on Standard Deviation (FFT) | Treshold based on Standard Deviation – FFT Fitur with Imaginary | Treshold based on Standard Deviation – FFT Fitur without Imaginary | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | Accuracy | Time | |
EEG Eye | 77.01% | 4.17 | 63.16% | 5.31 | 90.15% | 4.91 | 77.17% | 7.31 | 72.06% | 4.96 | 90.14% | 9.41 | 62.32% | 0.82 | 62.32% | 0.82 |
Cancer | 95.79% | 0.08 | 96.63% | 0.09 | 94.39% | 0.07 | 95.68% | 0.08 | 96.68% | 0.10 | 94.41% | 0.08 | 92.55% | 0.05 | 87.94% | 0.02 |
Contraceptive Method | 48.74% | 0.25 | 48.74% | 0.25 | 51.64% | 0.25 | 51.74% | 0.35 | 50.90% | 0.21 | 51.74% | 0.27 | 45.41% | 0.08 | 48.06% | 0.05 |
Dermatology | 94.92% | 0.07 | 97.05% | 0.05 | 97.43% | 0.04 | 97.70% | 0.07 | 97.35% | 0.07 | 97.40% | 0.07 | 54.29% | 0.02 | 50.27% | 0.01 |
Divorce | 96.53% | 0.03 | 97.65% | 0.03 | 97.65% | 0.02 | 96.65% | 0.02 | 97.71% | 0.02 | 97.65% | 0.03 | 96.47% | 0.01 | 97.00% | 0.01 |
Electrical Grid | 100.00% | 0.91 | 100.00% | 0.52 | 100.00% | 0.17 | 85.64% | 5.06 | 76.73% | 2.57 | 80.85% | 3.44 | 100% | 1.22 | 100% | 1.22 |
CNAE-9 | 81.18% | 0.27 | 87.56% | 0.51 | 88.05% | 0.58 | 81.16% | 0.27 | 90.69% | 0.76 | 90.49% | 0.91 | 21.84% | 0.40 | 76.66% | 0.31 |
Urban Land Cover | 87.68% | 0.06 | 85.71% | 0.09 | 84.76% | 0.07 | 87.62% | 0.04 | 85.89% | 0.07 | 84.64% | 0.05 | 29.17% | 0.04 | 56.01% | 0.05 |
Epilepsy | 69.48% | 15.72 | 69.60% | 26.91 | 69.60% | 26.91 | 69.51% | 21.52 | 69.73% | 27.93 | 69.73% | 27.93 | 32.46% | 0.90 | 32.46% | 0.86 |
SCADI | 84.14% | 0.02 | 83.43% | 0.03 | 83.86% | 0.01 | 85.86% | 0.02 | 85.00% | 0.02 | 85.00% | 0.02 | 41.43% | 0.01 | 61.43% | 0.01 |