Research Article
Improved Transductive Support Vector Machine for a Small Labelled Set in Motor Imagery-Based Brain-Computer Interface
Table 6
Mean accuracies of CCCP and CCCP1 with dataset IV-a (%) (
M [10, 15, 20, 25, 30, 35, 40, 45, 50],
R [1 : 4, 2 : 3, 3 : 2, 4 : 1]).
| M | R = 1 : 4 | R = 2 : 3 | R = 3 : 2 | R = 4 : 1 | CCCP | CCCP1 | CCCP | CCCP1 | CCCP | CCCP1 | CCCP | CCCP1 |
| 10 | 49.73 | 49.76 | 65.15 | 65.16 | 66.91 | 66.88 | 52.17 | 52.20 | 15 | 55.36 | 55.40 | 71.74 | 71.67 | 72.29 | 72.22 | 56.80 | 56.97 | 20 | 60.21 | 60.17 | 74.74 | 74.79 | 76.62 | 76.63 | 62.00 | 62.05 | 25 | 65.01 | 65.01 | 77.39 | 77.43 | 78.42 | 78.42 | 64.93 | 64.91 | 30 | 67.70 | 67.78 | 78.18 | 78.22 | 79.64 | 79.61 | 66.90 | 66.98 | 35 | 69.22 | 69.18 | 80.29 | 80.30 | 79.96 | 79.98 | 70.64 | 70.74 | 40 | 70.05 | 69.74 | 80.29 | 80.26 | 81.68 | 81.71 | 74.56 | 74.49 | 45 | 69.75 | 69.78 | 79.97 | 79.91 | 82.20 | 82.13 | 74.16 | 74.07 | 50 | 70.80 | 70.98 | 81.10 | 81.17 | 81.68 | 81.90 | 74.50 | 74.50 | Mean | 64.20 | 64.20 | 76.54 | 76.55 | 77.71 | 77.72 | 66.30 | 66.32 |
|
|