Research Article
Mental Task Classification Scheme Utilizing Correlation Coefficient Extracted from Interchannel Intrinsic Mode Function
Table 1
Overall classification accuracy obtained for subject 1.
| Task | PAR4 [1] | PAR5 [1] | PAR6 [2] | EF8 [8] | EF3 | Proposed |
| MC | 88.42 | 88.95 | 91.58 | 96.32 | 96.32 | 97.89 | MB | 82.11 | 83.95 | 87.37 | 95.79 | 90.53 | 97.37 | ML | 86.05 | 87.37 | 90.26 | 98.68 | 96.84 | 99.47 | MR | 89.47 | 91.05 | 93.95 | 98.95 | 97.63 | 100.00 | CB | 72.37 | 78.95 | 82.63 | 92.11 | 92.11 | 98.95 | CL | 65.26 | 69.74 | 77.11 | 84.47 | 83.95 | 91.32 | CR | 71.58 | 74.74 | 80.26 | 86.32 | 81.58 | 91.84 | BL | 69.74 | 71.05 | 82.89 | 90.53 | 86.58 | 94.74 | BR | 83.42 | 86.58 | 92.37 | 99.74 | 97.89 | 99.74 | LR | 70.26 | 77.37 | 81.84 | 94.47 | 89.21 | 95.53 |
| Avg | 77.87 | 80.97 | 86.03 | 93.74 | 91.26 | 96.68 | Std dev | 8.91 | 7.65 | 5.82 | 5.30 | 5.92 | 3.21 |
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