Table 4 Results obtained for regression datasets using SVM
From: FeatureSelect: a software for feature selection based on machine learning approaches
DS | AL | NOF | ET | ER | ER_STD | ER_CI_1 | ER_CI_2 | ER_P | ER_TS | CR | CR_STD | CR_CI_1 | CR_CI_2 | CR_P | CR_TS |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AIR(80%,O) | WCC | 5 | 105 | 0.02 | 0.00 | 0.02 | 0.02 | 0 | 5.3E+ 15 | 0.60 | 0.00 | 0.60 | 0.60 | 0 | 1.0E+ 15 |
LCA | 5 | 164 | 0.02 | 0.00 | 0.02 | 0.02 | 1.0E-70 | 1306 | 0.60 | 0.00 | 0.60 | 0.60 | 1.25E-76 | 2088.68 | |
GA | 5 | 73 | 0.02 | 0.00 | 0.02 | 0.02 | 1.3E-70 | 1295.2 | 0.60 | 0.01 | 0.59 | 0.60 | 1.08E-54 | 365.92 | |
PSO | 5 | 39 | 0.02 | 0.00 | 0.02 | 0.02 | 1.9E-55 | 387.94 | 0.60 | 0.02 | 0.58 | 0.60 | 2.18E-42 | 137.64 | |
ACO | 5 | 167 | 0.02 | 0.00 | 0.02 | 0.02 | 8.7E-54 | 340.36 | 0.60 | 0.04 | 0.57 | 0.60 | 2.68E-35 | 78.28 | |
ICA | 5 | 41 | 0.02 | 0.00 | 0.02 | 0.02 | 6.7E-61 | 598.97 | 0.60 | 0.00 | 0.60 | 0.60 | 2.37E-69 | 1171.79 | |
LA | 5 | 64 | 0.02 | 0.00 | 0.02 | 0.02 | 7.5E-60 | 551.02 | 0.60 | 0.04 | 0.57 | 0.60 | 2.27E-34 | 72.69 | |
HTS | 4 | 64 | 0.02 | 0.00 | 0.02 | 0.02 | 3.7E-59 | 521.16 | 0.60 | 0.03 | 0.60 | 0.63 | 2.9E-39 | 107.35 | |
FOA | 5 | 332 | 0.02 | 0.00 | 0.02 | 0.02 | 4.3E-62 | 658.04 | 0.60 | 0.02 | 0.59 | 0.60 | 4.85E-46 | 184.01 | |
DSOS | 5 | 139 | 0.02 | 0.00 | 0.02 | 0.02 | 7.1E-53 | 316.65 | 0.60 | 0.03 | 0.55 | 0.58 | 1.14E-37 | 94.57 | |
CUK | 5 | 173 | 0.02 | 0.00 | 0.02 | 0.02 | 2.1E-68 | 1086 | 0.60 | 0.00 | 0.60 | 0.60 | 2.6E-74 | 1737.29 | |
DRUG(80%,N) | WCC | 32 | 140 | 0.01 | 0.00 | 0.01 | 0.01 | 2.7E-26 | 38.01 | 0.97 | 0.01 | 0.96 | 0.96 | 1.61E-65 | 864.45 |
LCA | 23 | 115 | 0.00 | 0.00 | 0.01 | 0.01 | 3.3E-25 | 34.80 | 0.97 | 0.00 | 0.96 | 0.97 | 4.33E-72 | 1456.43 | |
GA | 38 | 48 | 0.01 | 0.00 | 0.02 | 0.02 | 1.0E-31 | 58.83 | 0.95 | 0.01 | 0.94 | 0.95 | 1.67E-56 | 422.49 | |
PSO | 36 | 47 | 0.01 | 0.00 | 0.01 | 0.01 | 9.3E-24 | 30.92 | 0.96 | 0.01 | 0.96 | 0.96 | 3.15E-63 | 720.56 | |
ACO | 36 | 141 | 0.01 | 0.00 | 0.02 | 0.02 | 9.4E-24 | 30.91 | 0.97 | 0.01 | 0.95 | 0.96 | 1.16E-55 | 395.13 | |
ICA | 35 | 38 | 0.01 | 0.00 | 0.02 | 0.02 | 6.7E-30 | 50.81 | 0.96 | 0.01 | 0.95 | 0.96 | 5.35E-61 | 603.64 | |
LA | 30 | 95 | 0.00 | 0.00 | 0.00 | 0.00 | 4.1E-24 | 31.84 | 0.98 | 0.00 | 0.97 | 0.97 | 3.35E-71 | 1357.20 | |
HTS | 32 | 98 | 0.01 | 0.00 | 0.02 | 0.03 | 3.8E-25 | 34.63 | 0.95 | 0.01 | 0.94 | 0.95 | 4.88E-57 | 440.77 | |
FOA | 20 | 99 | 0.00 | 0.00 | 0.01 | 0.01 | 1.9E-18 | 19.88 | 0.97 | 0.01 | 0.96 | 0.96 | 6.19E-66 | 893.35 | |
DSOS | 18 | 119 | 0.01 | 0.00 | 0.02 | 0.02 | 7.1E-29 | 46.80 | 0.96 | 0.01 | 0.95 | 0.96 | 3.24E-63 | 719.88 | |
CUK | 24 | 152 | 0.01 | 0.00 | 0.01 | 0.01 | 1.8E-30 | 53.15 | 0.97 | 0.01 | 0.96 | 0.97 | 4.68E-65 | 833.19 | |
SOCIAL (80%,F) | WCC | 8 | 121 | 0.02 | 0.00 | 0.01 | 0.02 | 3.44E-08 | 229.53 | 0.51 | 0.07 | 0.30 | 0.64 | 0.006725 | 12.13 |
LCA | 8 | 135 | 0.02 | 0.00 | 0.01 | 0.02 | 4.66E-05 | 146.54 | 0.54 | 0.02 | 0.48 | 0.56 | 0.00033 | 55.01 | |
GA | 10 | 68 | 0.02 | 0.00 | 0.02 | 0.02 | 0.000558 | 42.33 | 0.36 | 0.04 | 0.23 | 0.44 | 0.005372 | 13.59 | |
PSO | 10 | 91 | 0.02 | 0.00 | 0.02 | 0.02 | 8.69E-05 | 107.26 | 0.39 | 0.05 | 0.24 | 0.47 | 0.00549 | 13.44 | |
ACO | 10 | 153 | 0.02 | 0.00 | 0.02 | 0.02 | 0.000394 | 50.35 | 0.31 | 0.05 | 0.17 | 0.42 | 0.010204 | 9.82 | |
ICA | 9 | 76 | 0.02 | 0.00 | 0.02 | 0.02 | 0.00017 | 76.61 | 0.37 | 0.01 | 0.36 | 0.39 | 6.79E-05 | 121.39 | |
LA | 10 | 93 | 0.02 | 0.00 | 0.01 | 0.02 | 0.000485 | 45.39 | 0.53 | 0.02 | 0.45 | 0.57 | 0.000754 | 36.40 | |
HTS | 8 | 93 | 0.02 | 0.00 | 0.02 | 0.02 | 6.75E-05 | 121.73 | 0.36 | 0.03 | 0.23 | 0.41 | 0.003921 | 15.92 | |
FOA | 8 | 86 | 0.02 | 0.00 | 0.01 | 0.03 | 0.010557 | 9.66 | 0.45 | 0.16 | 0.10 | 0.70 | 0.083971 | 3.23 | |
DSOS | 8 | 122 | 0.02 | 0.00 | 0.02 | 0.03 | 0.001028 | 31.17 | 0.25 | 0.04 | 0.11 | 0.31 | 0.012132 | 9.00 | |
CUK | 8 | 93 | 0.02 | 0.00 | 0.02 | 0.02 | 0.000439 | 47.70 | 0.35 | 0.03 | 0.26 | 0.39 | 0.002276 | 20.93 | |
ENERGY(60%,O) | WCC | 5 | 64 | 0.08 | 0.00 | 0.08 | 0.08 | 6.03E-80 | 2717.4 | 0.5 | 0 | 0.4 | 0.4 | 1.19E-35 | 80.49 |
LCA | 5 | 82 | 0.08 | 0.00 | 0.08 | 0.08 | 1.60E-83 | 3609.2 | 0.5 | 0 | 0.4 | 0.4 | 6.82E-33 | 64.59 | |
GA | 5 | 23 | 0.08 | 0.00 | 0.08 | 0.08 | 2.70E-75 | 1878.2 | 0.4 | 0 | 0.3 | 0.4 | 3.46E-29 | 48 | |
PSO | 5 | 25 | 0.08 | 0.00 | 0.08 | 0.08 | 7.82E-70 | 1217.4 | 0.3 | 0.1 | 0.3 | 0.3 | 3.16E-23 | 29.61 | |
ACO | 5 | 52 | 0.08 | 0.00 | 0.08 | 0.08 | 1.34E-63 | 742.04 | 0.4 | 0.1 | 0.2 | 0.3 | 1.54E-17 | 18.4 | |
ICA | 5 | 57 | 0.08 | 0.00 | 0.08 | 0.08 | 4.89E-79 | 2528.3 | 0.5 | 0 | 0.4 | 0.4 | 1.55E-31 | 57.95 | |
LA | 5 | 24 | 0.08 | 0.00 | 0.08 | 0.08 | 1.57E-73 | 1632.7 | 0.5 | 0 | 0.4 | 0.4 | 1.07E-29 | 49.99 | |
HTS | 4 | 27 | 0.08 | 0.00 | 0.08 | 0.08 | 1.08E-66 | 948.73 | 0.4 | 0.1 | 0.3 | 0.3 | 1.78E-18 | 19.94 | |
FOA | 5 | 30 | 0.08 | 0.00 | 0.08 | 0.08 | 2.20E-66 | 925.79 | 0.5 | 0.1 | 0.3 | 0.3 | 1.97E-20 | 23.51 | |
DSOS | 5 | 42 | 0.08 | 0.00 | 0.08 | 0.08 | 3.70E-66 | 909.35 | 0.4 | 0.1 | 0.3 | 0.3 | 6.59E-24 | 31.31 | |
CUK | 5 | 80 | 0.08 | 0.00 | 0.08 | 0.08 | 2.33E-80 | 2807.9 | 0.5 | 0 | 0.4 | 0.4 | 6.99E-32 | 59.58 |