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

Table 1

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

Classifiers	CSP ()	CCSP ()	SUTCCSP ()
RF	78.04 ± 2.31	78.97 ± 2.11	80.05 ± 2.10
LMT	77.16 ± 2.33	77.62 ± 1.97	77.75 ± 2.02
MT	76.89 ± 2.18	76.07 ± 2.04	76.02 ± 2.13
KNN	77.36 ± 2.35	77.49 ± 2.22	77.02 ± 2.28
LB	76.88 ± 2.17	75.98 ± 2.11	76.25 ± 2.25