Table 3.
Subjects | CSP | Wavelet-CSP | WPD-CSP | SFBCSP | SBLFB | CSP-Wavelet+LOG | CSP-WPD+LOG | CSP-FB+LOG |
---|---|---|---|---|---|---|---|---|
A01-LR | 89.58 | 88.19 | 90.28 | 76.39 | 79.17 | 93.06 | 91.67 | 90.28 |
A02-LR | 56.25 | 51.39 | 54.17 | 52.78 | 52.78 | 61.81 | 55.56 | 61.81 |
A03-LR | 96.53 | 93.06 | 93.75 | 87.5 | 88.89 | 95.83 | 97.22 | 97.92 |
A04-LR | 71.53 | 66.67 | 64.58 | 63.89 | 63.19 | 72.92 | 72.22 | 69.44 |
A05-LR | 52.08 | 50 | 54.86 | 81.94 | 81.25 | 58.33 | 62.5 | 52.78 |
A06-LR | 70.14 | 61.81 | 70.83 | 57.64 | 59.03 | 68.06 | 68.06 | 69.44 |
A07-LR | 81.94 | 82.64 | 85.42 | 77.78 | 82.64 | 81.25 | 79.17 | 77.08 |
A08-LR | 93.06 | 93.75 | 94.44 | 88.19 | 90.28 | 95.14 | 95.14 | 95.14 |
A09-LR | 89.58 | 90.28 | 90.28 | 85.42 | 84.03 | 93.06 | 93.06 | 90.97 |
A01-LF | 95.83 | 95.14 | 98.61 | 89.58 | 90.28 | 99.31 | 99.31 | 97.22 |
A02-LF | 71.53 | 68.06 | 72.22 | 70.83 | 73.61 | 69.44 | 67.36 | 75.69 |
A03-LF | 94.44 | 95.83 | 95.14 | 90.28 | 90.97 | 95.83 | 95.14 | 95.83 |
A04-LF | 78.47 | 83.33 | 84.72 | 81.25 | 80.56 | 81.94 | 88.89 | 85.42 |
A05-LF | 62.5 | 68.75 | 54.86 | 53.47 | 54.17 | 71.53 | 70.83 | 63.89 |
A06-LF | 66.67 | 68.06 | 72.22 | 64.58 | 65.28 | 70.83 | 68.75 | 68.75 |
A07-LF | 98.61 | 99.31 | 95.83 | 92.36 | 94.44 | 99.31 | 99.31 | 100 |
A08-LF | 75.69 | 83.33 | 75.69 | 77.08 | 78.47 | 86.11 | 79.86 | 84.72 |
A09-LF | 95.83 | 93.06 | 93.75 | 93.75 | 93.06 | 97.22 | 97.22 | 93.75 |
A01-LT | 95.14 | 97.92 | 95.14 | 88.19 | 86.81 | 99.31 | 98.61 | 94.44 |
A02-LT | 65.28 | 61.81 | 64.58 | 61.11 | 62.5 | 69.44 | 67.36 | 63.19 |
A03-LT | 94.44 | 96.53 | 96.53 | 83.33 | 85.42 | 95.83 | 96.53 | 95.83 |
A04-LT | 87.5 | 89.58 | 88.19 | 76.39 | 77.78 | 88.89 | 88.19 | 89.58 |
A05-LT | 71.53 | 67.36 | 69.44 | 68.06 | 70.83 | 70.14 | 70.83 | 72.92 |
A06-LT | 70.14 | 65.97 | 71.53 | 66.67 | 68.75 | 70.14 | 70.14 | 76.39 |
A07-LT | 98.61 | 97.22 | 95.14 | 88.89 | 88.89 | 95.14 | 96.53 | 96.53 |
A08-LT | 91.67 | 89.58 | 90.97 | 80.56 | 84.72 | 93.75 | 93.75 | 88.19 |
A09-LT | 95.83 | 95.83 | 96.53 | 95.83 | 95.83 | 97.92 | 97.92 | 97.92 |
A01-RF | 93.06 | 96.53 | 96.53 | 77.08 | 78.47 | 98.61 | 98.61 | 98.61 |
A02-RF | 79.86 | 68.06 | 72.92 | 67.36 | 67.36 | 81.94 | 81.25 | 77.08 |
A03-RF | 93.06 | 95.14 | 95.14 | 84.03 | 84.72 | 93.75 | 95.83 | 97.22 |
A04-RF | 89.58 | 92.36 | 86.11 | 81.94 | 79.86 | 90.28 | 93.75 | 90.28 |
A05-RF | 52.78 | 55.56 | 58.33 | 59.72 | 58.33 | 64.58 | 67.36 | 63.89 |
A06-RF | 61.81 | 66.67 | 67.36 | 71.53 | 67.36 | 66.67 | 66.67 | 64.58 |
A07-RF | 97.22 | 100 | 98.61 | 97.22 | 98.61 | 100 | 97.92 | 98.61 |
A08-RF | 79.86 | 77.08 | 71.53 | 73.61 | 76.39 | 77.08 | 74.31 | 81.25 |
A09-RF | 83.33 | 84.03 | 85.42 | 74.31 | 75 | 86.81 | 86.81 | 87.5 |
A01-RT | 98.61 | 100 | 100 | 87.5 | 85.42 | 100 | 100 | 99.31 |
A02-RT | 67.36 | 66.67 | 65.28 | 61.81 | 60.42 | 65.28 | 65.28 | 70.83 |
A03-RT | 90.97 | 96.53 | 95.83 | 90.97 | 89.58 | 96.53 | 96.53 | 96.53 |
A04-RT | 85.42 | 86.11 | 84.72 | 81.94 | 83.33 | 85.42 | 86.81 | 90.28 |
A05-RT | 57.64 | 57.64 | 62.5 | 81.25 | 80.56 | 73.61 | 74.31 | 63.89 |
A06-RT | 65.28 | 68.75 | 64.58 | 56.94 | 58.33 | 73.61 | 74.31 | 67.36 |
A07-RT | 97.92 | 95.83 | 97.92 | 95.14 | 97.22 | 99.31 | 97.92 | 97.92 |
A08-RT | 90.28 | 89.58 | 88.89 | 78.47 | 79.86 | 89.58 | 91.67 | 88.89 |
A09-RT | 90.28 | 86.11 | 84.03 | 78.47 | 82.64 | 93.75 | 93.06 | 80.56 |
A01-FT | 68.75 | 75.69 | 73.61 | 71.53 | 72.22 | 74.31 | 72.22 | 74.31 |
A02-FT | 70.14 | 66.67 | 75 | 63.89 | 63.89 | 78.47 | 75 | 70.14 |
A03-FT | 69.44 | 80.56 | 78.47 | 72.92 | 70.83 | 75.69 | 75.69 | 87.5 |
A07-FT | 59.72 | 72.22 | 69.44 | 75 | 77.78 | 71.53 | 61.11 | 70.83 |
A08-FT | 60.42 | 55.56 | 61.11 | 50.69 | 50.69 | 65.28 | 59.72 | 54.86 |
A09-FT | 68.75 | 72.22 | 70.14 | 63.19 | 65.97 | 69.44 | 71.53 | 70.14 |
A07-FT | 80.56 | 78.47 | 80.56 | 75 | 74.31 | 83.33 | 84.72 | 78.47 |
A08-FT | 83.33 | 79.17 | 82.64 | 77.08 | 79.86 | 82.64 | 86.81 | 84.72 |
A09-FT | 93.75 | 90.28 | 90.28 | 72.92 | 72.22 | 94.44 | 94.44 | 85.42 |
Mean ± Std | 80.36 ± 3.98 | 80.52 ± 4.36 | 80.86 ± 3.54 | 76.21 ± 1.80 | 76.94 ± 11.94 | 83.40 ± 12.47 | 83.05 ± 3.15 | 82.15 ± 3.16 |