Table 4.
Feature Set | Validation | Accuracy | Sensitivity | Specificity | AUC |
---|---|---|---|---|---|
FS1 | 5-fold | 81.81 ± 2.13 | 71.17 ± 3.6 | 90.96 ± 3.18 | 0.8106 ± 0.0215 |
10-fold | 83.75 ± 2.00 | 72.59 ± 2.25 | 93.35 ± 2.89 | 0.8297 ± 0.0197 | |
Leave-one-out | 82.50 ± 𝛜 | 67.57 ± 𝛜 | 95.35 ± 𝛜 | 0.8146 ± 𝛜 | |
FS2 | 5-fold | 75.83 ± 1.72 | 61.26 ± 2.01 | 88.37 ± 3 | 0.7482 ± 0.0166 |
10-fold | 74.82 ± 2.26 | 61.39 ± 3.45 | 86.38± 2.3 | 0.7389 ± 0.0231 | |
Leave-one-out | 77.50 ± 𝛜 | 64.86 ± 𝛜 | 88.37 ± 𝛜 | 0.7662 ± 𝛜 | |
FS3 | 5-fold | 74.28 ± 1.87 | 81.46 ± 2.25 | 68.11 ± 2.97 | 0.7479 ± 0.0183 |
10-fold | 74.58 ± 2.00 | 80.63 ± 3.63 | 69.38 ± 2.48 | 0.75 ± 0.0206 | |
Leave-one-out | 77.50 ± 𝛜 | 86.49 ± 𝛜 | 69.77 ± 𝛜 | 0.7813 ± 𝛜 | |
FS4 | 5-fold | 72.50 ± 𝛜 | 51.35 ± 𝛜 | 90.70 ± 𝛜 | 0.7102 ± 𝛜 |
10-fold | 72.50 ± 𝛜 | 51.35 ± 𝛜 | 90.70 ± 𝛜 | 0.7102 ± 𝛜 | |
Leave-one-out | 72.50 ± 𝛜 | 51.35 ± 𝛜 | 90.70 ± 𝛜 | 0.7102 ± 𝛜 | |
FS5 | 5-fold | 84.37 ± 2.01 | 75.23 ± 4.25 | 92.25 ± 2.57 | 0.8373 ± 0.021 |
10-fold | 84.50 ± 1.27 | 76.49 ± 2.72 | 91.39 ± 2.56 | 0.8394 ± 0.0127 | |
Leave-one-out | 87.50 ± 𝛜 | 81.08 ± 𝛜 | 93.02 ± 𝛜 | 0.8705 ± 𝛜 | |
FS6 | 5-fold | 85.42 ± 0.93 | 73.87 ± 1.28 | 95.35 ± 1.34 | 0.8461 ± 0.0092 |
10-fold | 85.94 ± 0.83 | 74.33 ± 1.36 | 95.93 ± 1.00 | 0.8513 ± 0.0084 | |
Leave-one-out | 86.25 ± 𝛜 | 75.68 ± 𝛜 | 95.35 ± 𝛜 | 0.8551 ± 𝛜 | |
FS7 | 5-fold | 85.18 ± 1.04 | 78.38 ± 1.44 | 91.03 ± 1.49 | 0.8471 ± 0.0103 |
10-fold | 87.63 ± 1.53 | 80.27 ± 2.11 | 93.95 ± 1.54 | 0.8711 ± 0.0155 | |
Leave-one-out | 88.75 ± 𝛜 | 81.08 ± 𝛜 | 95.35 ± 𝛜 | 0.8821 ± 𝛜 |