Research Article
A Deep Learning-Based Classification Method for Different Frequency EEG Data
Table 5
Classification accuracy of the 5-fold classifier for datasets 1-0 to 1-7.
| Dataset | -NN | LAD | SVM | DT | MLP | GNB | AVG |
| 1-0 | 0.92 | 0. 9067 | 0.9533 | 0.83 | 0.8133 | 0.7367 | 0.8600 | 1-1 | 0.93 | 0.9300 | 0.95 | 0.8067 | 0.84 | 0.7367 | 0.8656 | 1-2 | 0.9367 | 0.94 | 0.9567 | 0.8233 | 0.8167 | 0.72 | 0.8656 | 1-3 | 0.9233 | 0.91 | 0.9367 | 0.78 | 0.81 | 0.6833 | 0.8406 | 1-4 | 0.91 | 0.9033 | 0.9567 | 0.81 | 0.7667 | 0.68 | 0.8378 | 1-5 | 0.8833 | 0.8733 | 0.91 | 0.8033 | 0.77 | 0.6833 | 0.8206 | 1-6 | 0.8667 | 0.8767 | 0.89 | 0.77 | 0.8033 | 0.6767 | 0.8139 | 1-7 | 0.8833 | 0.9233 | 0.9267 | 0.8 | 0.78 | 0.6867 | 0.8333 |
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