Research Article
Improved Transductive Support Vector Machine for a Small Labelled Set in Motor Imagery-Based Brain-Computer Interface
Table 4
Mean accuracies with dataset IV-a (%) (M = 20, R = 1 : 4).
| | SVM | TSVM-light | RTSVM | LDS | CCCP | CCCP1 | ITSVM | IST-TSVM |
| aa | 47.73 | 55.62 | 47.69 | 47.88 | 47.69 | 47.69 | 47.69 | 47.69 | al | 60.54 | 66.04 | 54.58 | 49.12 | 92.46 | 92.46 | 89.50 | 93.42 | av | 48.69 | 53.42 | 48.69 | 48.65 | 52.00 | 51.58 | 51.96 | 51.77 | aw | 48.42 | 59.42 | 47.54 | 47.62 | 54.96 | 55.23 | 62.85 | 63.85 | ay | 48.73 | 56.73 | 47.77 | 47.65 | 53.92 | 53.88 | 55.46 | 59.54 | Mean | 50.82 | 58.25 | 49.25 | 48.18 | 60.21 | 60.17 | 61.49 | 63.25 | Std. | 5.45 | 4.86 | 3.01 | 0.67 | 18.24 | 18.28 | 16.61 | 18.02 |
|
|