Skip to main content

Advertisement

Table 3 Results obtained for classification datasets using SVM

From: FeatureSelect: a software for feature selection based on machine learning approaches

DS AL NOF ET AC AC_STD AC_CI_L AC_CI_H AC_P AC_TS ER ER_STD ER_CI_L ER_CI_H ER_P ER_TS
CARCINOM)40%, N) WCC 319 108 27.35 0.28 27.15 27.37 4.33E-69 918.77 17.38 0.001 17.38 17.39 5.75E-94 18,272.5
LCA 270 117 27.35 0.37 27.26 27.39 1.38E-65 869 17.38 0.002 17.38 17.39 1.96E-91 13,823.5
GA 487 260 26.41 1.67 21.32 22.57 3.50E-34 71.6 17.42 0.06 17.57 17.62 6.57E-72 1435.54
PSO 492 52 27.35 2.27 25.15 26.85 1.78E-32 62.47 17.38 0.09 17.4 17.47 6.12E-68 1047.51
ACO 491 110 26.41 3.29 21.789 24.24 2.19E-26 38.29 17.42 0.13 17.51 17.6 2.13E-63 730.34
ICA 488 79 27.35 1.11 25.21 26.04 2.55E-41 126.43 17.38 0.04 17.43 17.47 5.17E-77 2152.86
LA 484 57 26.41 6.71 15.76 20.77 3.96E-15 14.9 17.42 0.26 17.65 17.85 1.47E-54 361.99
HTS 480 43 26.41 3.68 18.97 21.72 1.69E-23 30.27 17.42 0.14 17.61 17.72 4.52E-62 657.31
FOA 333 93 28.3 0.52 27.76 28.15 7.55E-52 291.89 17.42 0.07 17.36 17.41 1.11E-70 1301.99
DSOS 363 78 27.35 0.23 26.38 26.56 4.79E-61 605.92 17.38 0.009 17.41 17.42 2.58E-96 9967.13
CUK 408 111 27.35 0.53 26.78 27.17 3.06E-51 278.11 17.38 0.02 17.39 17.4 2.96E-86 4484.43
BASEHOCK(80%,O) WCC 14 176 72 5.33 51.03 55.01 9.17E-31 54.48 0.18 0.05 0.45 0.49 2.93E-29 48.28
LCA 15 140 75.25 6.57 53.91 58.82 6.49E-29 46.96 0.25 0.07 0.41 0.46 9.64E-26 36.35
GA 20 327 48.75 0.87 46.18 46.82 6.60E-52 293.25 0.51 0.01 0.53 0.54 1.13E-53 337.4
PSO 20 121 50.25 1.57 45.33 46.5 2.72E-44 160.12 0.5 0.02 0.53 0.55 2.37E-46 188.6
ACO 20 140 47.75 1.1 45.01 45.83 1.09E-48 227.11 0.52 0.01 0.54 0.55 5.28E-51 272.95
ICA 20 165 51 1.07 48.34 49.14 6.71E-50 250.04 0.49 0.01 0.51 0.52 1.55E-50 262.95
LA 20 81 68.25 3.8 51.1 53.94 7.28E-35 75.61 0.32 0.04 0.46 0.49 1.33E-33 68.36
HTS 20 65 47.5 0.89 45.32 45.98 2.25E-51 281.07 0.53 0.01 0.54 0.55 1.43E-53 334.63
FOA 16 85 65.5 3.9 47 49.92 1.53E-33 68.02 0.35 0.04 0.5 0.53 2.59E-34 72.35
DSOS 15 118 46 0.81 43.25 43.86 6.68E-52 293.13 0.54 0.01 0.56 0.57 3.65E-55 379.83
CUK 18 138 66.25 3.04 51.37 53.64 1.16E-37 94.51 0.34 0.03 0.46 0.49 2.10E-36 85.48
USPS(80%, F) WCC 10 13 85.15 0.19 84.93 85.39 4.60E-09 290.07 2.07 0.16 1.58 1.85 0.00001 28.5
LCA 10 12 85.15 0.83 82.93 84.99 5.27E-09 226.64 2.15 0.26 2.06 2.7 0.00003 20.56
GA 10 10 85.15 1.5 80.71 84.44 2.62E-08 122.97 2.56 0.38 2.1 3.05 0.00011 15.06
PSO 10 6 87.13 2.05 82.01 87.1 8.33E-08 92.09 2.17 0.29 1.88 2.59 0.00006 17.34
ACO 10 17 85.15 2.03 80.85 85.89 8.41E-08 91.87 2.91 0.48 1.57 2.77 0.00055 10.02
ICA 10 7 86.14 2.05 80.02 85.12 9.16E-08 89.93 2.68 0.29 2.58 3.31 0.00002 22.37
LA 10 16 89.11 2.89 83.54 90.71 2.88E-07 67.49 1.56 0.57 1.23 2.65 0.00161 7.59
HTS 10 8 81.19 1.63 77.39 81.43 4.22E-08 109.14 3.43 0.62 3.2 4.74 0.00013 14.33
FOA 10 9 83.17 1.29 80.38 83.58 1.47E-08 142 1.74 0.67 1.65 3.3 0.00113 8.33
DSOS 10 14 82.18 2.85 74.28 81.36 4.32E-07 61.01 3.41 0.59 2.37 3.85 0.00003 11.69
CUK 10 14 84.16 1.63 80.36 84.4 3.64E-08 113.22 2.1 0.68 1.46 3.16 0.001637 7.56
DRIVE)50%, N) WCC 3 70 91.8 0.18 91.5 91.51 1.81E-76 2759 0.08 0.001 0.08 0.09 1.05E-45 185.46
LCA 3 69 91.8 0.26 91.34 91.54 1.62E-75 1911.5 0.08 0.002 0.08 0.09 1.09E-45 178.97
GA 3 16 91.8 0.33 90.95 91.2 1.67E-72 1505.2 0.08 0.002 0.09 0.09 2.93E-43 147.51
PSO 3 6 91.26 0.88 88.63 89.29 6.05E-60 555.22 0.09 0.01 0.11 0.11 1.06E-33 68.89
ACO 3 34 91.26 0.93 88.65 89.34 2.93E-59 525.82 0.09 0.01 0.11 0.11 5.69E-33 65
ICA 3 9 91.8 0.74 90.72 91.28 2.41E-62 671.77 0.08 0.01 0.09 0.09 3.05E-33 66.42
LA 3 18 91.26 1.26 89.04 89.98 1.92E-55 388.32 0.09 0.01 0.1 0.11 1.58E-28 45.52
HTS 3 26 90.71 0.65 88.55 89.04 1.24E-63 744.03 0.09 0.01 0.11 0.11 1.41E-37 93.86
FOA 2 41 91.26 0.78 88.54 89.13 2.21E-61 622.33 0.09 0.01 0.11 0.11 2.73E-35 78.22
DSOS 3 52 91.26 0.53 88.45 88.85 3.12E-66 914.72 0.09 0.01 0.11 0.12 2.35E-40 117.09
CUK 3 67 91.8 1.3 89.33 90.3 3.66E-55 379.77 0.08 0.01 0.1 0.11 7.78E-28 43.05