Research Article
Improved Transductive Support Vector Machine for a Small Labelled Set in Motor Imagery-Based Brain-Computer Interface
Table 5
Mean accuracies with dataset II-a (%) (M = 20, R = 1 : 4).
| | SVM | TSVM-light | RTSVM | LDS | CCCP | CCCP1 | ITSVM | IST-TSVM |
| A01 | 49.29 | 70.45 | 59.18 | 65.67 | 83.06 | 82.95 | 83.25 | 84.40 | A02 | 47.76 | 49.18 | 47.99 | 48.81 | 49.44 | 49.59 | 50.11 | 50.11 | A03 | 70.45 | 72.54 | 51.49 | 72.09 | 93.17 | 93.13 | 92.84 | 94.93 | A04 | 47.76 | 50.97 | 48.21 | 50.78 | 53.06 | 52.72 | 54.51 | 54.14 | A05 | 47.76 | 49.44 | 48.96 | 47.76 | 48.69 | 48.69 | 49.78 | 50.19 | A06 | 48.25 | 53.92 | 47.65 | 48.02 | 50.34 | 50.41 | 53.21 | 53.43 | A07 | 47.76 | 51.23 | 47.91 | 48.32 | 49.51 | 49.51 | 56.34 | 53.58 | A08 | 73.92 | 73.43 | 53.06 | 63.99 | 91.87 | 91.90 | 91.90 | 93.02 | A09 | 81.57 | 73.88 | 78.62 | 67.84 | 89.18 | 89.18 | 87.28 | 91.08 | Mean | 57.17 | 60.56 | 53.67 | 57.03 | 67.59 | 67.56 | 68.80 | 69.43 | Std. | 13.91 | 11.51 | 10.07 | 10.10 | 20.83 | 20.83 | 19.29 | 20.57 |
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