Research Article
Exploring Sampling in the Detection of Multicategory EEG Signals
Table 2
Performances of the
-NN classifier on the RS and OS scheme.
| ā | Performances for -NN classifier | Class | RS scheme | OS scheme | ā | TPR | FAR | Precision | Recall | -value | Acc | TPR | FAR | Precision | Recall | -value | Acc |
| Z | 100 | 0 | 100 | 100 | 100 | 100 | 72.0 | 10.5 | 63.2 | 72.0 | 67.3 | 72.0 | O | 100 | 0 | 100 | 100 | 100 | 100 | 63.0 | 13.0 | 54.8 | 63.0 | 58.6 | 63.0 | N | 100 | 0 | 100 | 100 | 100 | 100 | 49.0 | 11.0 | 52.7 | 49.0 | 50.8 | 49.0 | F | 100 | 0 | 100 | 100 | 100 | 100 | 41.0 | 9.3 | 52.6 | 41.0 | 46.1 | 41.0 | S | 100 | 0 | 100 | 100 | 100 | 100 | 93.0 | 1.8 | 93.0 | 93.0 | 93.0 | 93.0 | Overall | 100 | 0 | 100 | 100 | 100 | 100 | 63.6 | 9.1 | 63.2 | 63.6 | 63.1 | 63.6 |
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