Research Article
Improved Transductive Support Vector Machine for a Small Labelled Set in Motor Imagery-Based Brain-Computer Interface
Table 2
Mean accuracies with dataset II-a (%) (M = 10, R = 1 : 1).
| | SVM | TSVM-light | RTSVM | LDS | CCCP | ITSVM | IST-TSVM |
| A01 | 72.66 | 80.25 | 76.91 | 79.39 | 77.37 | 77.09 | 80.14 | A02 | 50.07 | 50.14 | 49.68 | 49.78 | 50.76 | 51.26 | 51.55 | A03 | 90.94 | 92.12 | 92.48 | 93.31 | 91.94 | 92.95 | 95.54 | A04 | 52.55 | 51.62 | 52.41 | 51.98 | 54.57 | 54.46 | 53.60 | A05 | 51.15 | 50.90 | 51.55 | 50.86 | 52.45 | 52.16 | 51.65 | A06 | 56.40 | 55.79 | 56.94 | 53.20 | 57.55 | 57.55 | 56.83 | A07 | 57.55 | 50.18 | 54.06 | 51.37 | 55.72 | 56.98 | 56.58 | A08 | 89.10 | 91.55 | 90.11 | 90.68 | 89.50 | 89.57 | 93.42 | A09 | 90.79 | 93.09 | 92.12 | 92.73 | 89.17 | 89.89 | 92.66 | Mean | 67.91 | 68.41 | 68.47 | 68.14 | 68.78 | 69.10 | 70.22 | Std. | 18.03 | 20.19 | 19.08 | 20.23 | 17.84 | 17.97 | 19.74 |
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