Table 3.
ENET-SSBL | ELASSO-SSBL | ENETL | LASSO Fusion | LORETA | ||
---|---|---|---|---|---|---|
(A) RESULTS ACROSS THE 100 TRIALS OF SIMULATION 1 | ||||||
EMD | t1 | 176 ± 50.1 | 170.6 ± 38 | 249.2 ± 139.2 | 259.2 ± 131.2 | 458.3 ± 86.8 |
t2 | 124.1 ± 42.7 | 125.2 ± 46.9 | 165.8 ± 137.9 | 170.3 ± 124 | 252.8 ± 84.4 | |
t3 | 143.6 ± 55.9 | 142.2 ± 56.3 | 231.1 ± 183.3 | 235.4 ± 158.2 | 360.3 ± 144.8 | |
DLE | t1 | 1.77 ± 0.43 | 1.48 ± 0.42 | 2.34 ± 0.73 | 2.51 ± 0.63 | 4.74 ± 0.81 |
t2 | 3.03 ± 0.86 | 2.92 ± 0.93 | 3.67 ± 1.34 | 3.83 ± 1.32 | 4.9 ± 1.06 | |
t3 | 2.09 ± 0.99 | 1.9 ± 1.12 | 3.37 ± 1.2 | 3.37 ± 1.14 | 4.33 ± 1.08 | |
AUC | t1 | 93.9 ± 1 | 94.1 ± 0.7 | 92.2 ± 2.1 | 91.4 ± 2 | 84.6 ± 2.8 |
t2 | 90.1 ± 2.9 | 90.2 ± 3.5 | 85.3 ± 8 | 85.4 ± 7.7 | 74.5 ± 9.2 | |
t3 | 93.7 ± 4.3 | 93.9 ± 3.9 | 88.3 ± 9.9 | 88 ± 10.1 | 78.8 ± 12 | |
F1 | t1 | 61.5 ± 10.2 | 67.6 ± 7.3 | 42.2 ± 14.3 | 37.5 ± 14.1 | 30.8 ± 13.5 |
t2 | 37.8 ± 16.8 | 40 ± 19.4 | 33.5 ± 18.5 | 36 ± 16.7 | 31.3 ± 20.9 | |
t3 | 50.7 ± 20.1 | 50.8 ± 25.1 | 42.4 ± 14.7 | 42.9 ± 14.3 | 46.8 ± 10.1 | |
(B) RESULTS ACROSS THE 100 TRIALS OF RANDOMIZED SIMULATION | ||||||
EMD | t1 | 158.2 ± 72.7 | 146.5 ± 54.5 | 240.6 ± 139.3 | 239.5 ± 142.4 | 369.8 ± 133.8 |
t2 | 116 ± 58 | 109.8 ± 52.1 | 161.6 ± 98.4 | 160.4 ± 95.4 | 207.4 ± 105.1 | |
t3 | 105.6 ± 61.8 | 104.8 ± 58.2 | 161.9 ± 101.4 | 167.1 ± 102.1 | 181.8 ± 82.6 | |
DLE | t1 | 2.72 ± 1.23 | 2.53 ± 1.17 | 3.87 ± 1.63 | 4.07 ± 1.65 | 5.07 ± 2.21 |
t2 | 4.12 ± 1.86 | 3.93 ± 1.47 | 5.61 ± 2.03 | 5.44 ± 2.03 | 6.24 ± 2.29 | |
t3 | 3.52 ± 1.82 | 3.53 ± 1.86 | 5.51 ± 2.72 | 5.65 ± 2.72 | 5.55 ± 3.33 | |
AUC | t1 | 93.2 ± 4.4 | 93.5 ± 4.3 | 92.4 ± 4 | 92.3 ± 4 | 86.8 ± 6.8 |
t2 | 86.7 ± 10.2 | 87.8 ± 7.2 | 83.7 ± 10.6 | 84 ± 10.8 | 77.1 ± 11.9 | |
t3 | 92.5 ± 5.6 | 92.4 ± 6 | 89.6 ± 10 | 89.9 ± 10.4 | 85.2 ± 14.3 | |
F1 | t1 | 48.2 ± 15.4 | 49.4 ± 15.2 | 45.9 ± 15.8 | 45.7 ± 15.8 | 45.8 ± 13.2 |
t2 | 37.5 ± 16 | 36.8 ± 16.8 | 38.7 ± 17 | 39.9 ± 16.2 | 42.8 ± 14.2 | |
t3 | 44.1 ± 18.5 | 44.5 ± 18 | 46.6 ± 13.1 | 45.4 ± 14.5 | 48.4 ± 13.9 |
Best results among algorithms (along rows) are highlighted in bold.