Research Article
A Deep Learning-Based Classification Method for Different Frequency EEG Data
Table 6
Classification accuracy of the 5-fold classifier for datasets 2-0 to 2-7.
| Dataset | -NN | LAD | SVM | DT | MLP | GNB | AVG |
| 2-0 | 0.9725 | 0.9775 | 0.9775 | 0.9475 | 0.98 | 0.96 | 0.9692 | 2-1 | 0.9275 | 0.965 | 0.975 | 0.8825 | 0.9575 | 0.845 | 0.9254 | 2-2 | 0.9425 | 0.9675 | 0.975 | 0.9025 | 0.97 | 0.88 | 0.9396 | 2-3 | 0.9325 | 0.955 | 0.955 | 0.86 | 0.9475 | 0.8175 | 0.9112 | 2-4 | 0.9225 | 0.955 | 0.95 | 0.88 | 0.94 | 0.8175 | 0.9108 | 2-5 | 0.91 | 0.9575 | 0.95 | 0.7975 | 0.9225 | 0.75 | 0.8812 | 2-6 | 0.93 | 0.9575 | 0.965 | 0.7975 | 0.9425 | 0.8425 | 0.9058 | 2-7 | 0.925 | 0.9275 | 0.96 | 0.8625 | 0.92 | 0.855 | 0.9083 |
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