| Hill & Schröder [26] (resampling 100Hz, detrending, Informax ICA, Welch amplitude spectra, PCA, SVM, validation on a test dataset) |
64.17 |
96.11 |
55.83 |
72.03 |
| Guan, Zhang & Li [26] (Fisher ratios of channel frequency-time bins, feature selection, mu and beta band, CSP, SVM, validation on test dataset) |
85.00 |
86.67 |
81.67 |
84.44 |
| Gao, Wu & Wei [26] (surface Laplacian, 8–30Hz filter, multi-class CSP, SVM+kNN+LDA, validation on a test dataset) |
78.33 |
92.78 |
57.50 |
76.20 |
| Koprinska [34] (CSP, 3 frequency bands, 7 features extracted, feature selection, validation using holdout method (50 %)) |
78.33 |
94.44 |
62.50 |
78.42 |
| Wentrup et al. [35] (ITFE, logistic regression classifier with L1-regularization, validation using holdout method-10 trials from each class were used for testing) |
78.60 |
94.20 |
69.00 |
80.60 |
| Wentrup et al. [36] (LCMV, logistic regression classifier) with L1-regularization, validation using holdout method-10 trials from each class were used for testing) |
78.40 |
93.40 |
62.9 |
78.23 |
| Wentrup et al. [36] (ICA, logistic regression classifier with L1-regularization, validation using holdout out method-10 trials from each class were used for testing; |
78.90 |
93.40 |
62.90 |
78.40 |
| Schlögl et al. [7] (AAR (3), SVM, Leave-one-out cross validation) |
53.90 |
77.2 |
52.4 |
61.16 |
Proposed (LP-SVD, logistic model tree) (without the Q and the Hotelling's  statistics, 10 fold cross validation) |
69.16 |
86.11 |
69.58 |
74.95 |
Proposed (LP-SVD, logistic model tree) (including the Q and the Hotelling's  statistics, 10 fold cross validation) |
77.91 |
90.00 |
76.25 |
81.38 |
