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. 2021 Nov 1;12(6):817–826. doi: 10.32598/bcn.2021.2034.1

Table 1.

Classification accuracy

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