Table 1.
GC Methods | Mean±SD | |||||
---|---|---|---|---|---|---|
| ||||||
Feature Selection Methods | ||||||
| ||||||
RFE | Fisher | MI | mRMR | Concave Minimization | ||
Theta band | DTF | 50.2±2.94 | 63.1±5.30 | 56.3±2.10 | 60.7±4.59 | 67.8±3.82 |
dDTF | 54.1±2.75 | 65.3±5.60 | 58.2±3.39 | 68.2±5.54 | 71.2±4.42 | |
GPDC | 58.6±4.75 | 71.2±6.75 | 60.5±5.94 | 72.1±6.70 | 77.5±6.39 | |
alpha band | DTF | 55.1±1.93 | 64.1±4.58 | 58.3±3.07 | 62.1±5.35 | 70.2±5.20 |
dDTF | 58.1±1.19 | 70.3±4.94 | 60.2±2.67 | 72.2±6.65 | 74.1±6.71 | |
GPDC | 59.3±2.74 | 74.4±5.76 | 65.5±4.86 | 76.8±6.70 | 82.3±6.79 | |
Beta1 band | DTF | 56.2±3.42 | 65.2±4.96 | 57.3±4.58 | 65.1±5.25 | 72.5±6.53 |
dDTF | 60.2±3.11 | 72.1±5.28 | 62.1±3.48 | 74.1±4.09 | 76.1±6.71 | |
GPDC | 61.3±4.52 | 78.2±4.75 | 67.4±2.38 | 79.2±5.56 | 85.7±6.82 | |
Beta2 band | DTF | 56.8±3.83 | 72.1±5.88 | 62.8±2.46 | 75.1±5.81 | 78.2±5.23 |
dDTF | 62.1±2.44 | 74.7± 5.25 | 67.3±4.31 | 78.2±4.09 | 85.2±6.39 | |
GPDC | 65.3±3.31 | 80.2±6.23 | 70.2±5.70 | 82.6±6.50 | 89.2±4.89 | |
Beta3 band | DTF | 53.1±1.78 | 63.3±5.27 | 57.2±3.69 | 68.2±4.82 | 69.2±4.57 |
dDTF | 54.1±2.00 | 65.3±5.30 | 59.3± 2.35 | 70.2±5.56 | 72.3±5.56 | |
GPDC | 58.9±3.84 | 71.4±6.53 | 63.2±5.45 | 74.7±5.23 | 80.6±6.42 | |
Gamma-band | DTF | 52.8±2.66 | 60.1±5.74 | 55.3±3.84 | 61.7±3.01 | 66.2±4.57 |
dDTF | 53.1±3.97 | 64.8± 4.54 | 59.3±4.02 | 65.2±4.35 | 70.8±5.46 | |
GPDC | 57.6±3.71 | 68.5±5.12 | 62.5±4.53 | 70.2±5.21 | 75.1±6.69 |