Research Article

Motor Imagery Classification Using Mu and Beta Rhythms of EEG with Strong Uncorrelating Transform Based Complex Common Spatial Patterns

Table 2

Comparison of classification accuracies among different classification algorithms with insignificant subjects.

Classifiers CSP () CCSP () SUTCCSP ()

RF 51.70 ± 0.78 50.87 ± 0.62 51.25 ± 0.71
LMT 49.72 ± 0.81 49.50 ± 0.79 50.59 ± 0.80
MT 49.71 ± 0.83 49.87 ± 0.78 50.70 ± 0.74
KNN 51.56 ± 0.57 51.03 ± 0.53 51.74 ± 0.55
LB 51.32 ± 0.63 50.79 ± 0.64 51.49 ± 0.67