Table 7.
Feature Set | Validation | Accuracy | Sensitivity | Specificity | AUC |
---|---|---|---|---|---|
FS1 | 5-fold | 79.38 ± 0.88 | 72.97 ± 𝛜 | 84.88 ± 1.64 | 0.7893 ± 0.0082 |
10-fold | 79.75± 0.94 | 72.97 ± 𝛜 | 85.58 ± 1.74 | 0.7928 ± 0.0087 | |
Leave-one-out | 80.00 ± 𝛜 | 72.97 ± 𝛜 | 86.05 ± 𝛜 | 0.7951 ± 𝛜 | |
FS2 | 5-fold | 73.03 ± 1.13 | 58.69 ± 1.89 | 85.38 ± 1.05 | 0.7203 ± 0.0116 |
10-fold | 72.92 ± 0.59 | 59.01 ± 1.86 | 84.89 ± 1.17 | 0.7195 ± 0.0064 | |
Leave-one-out | 71.25 ± 𝛜 | 56.76 ± 𝛜 | 83.72 ± 𝛜 | 0.7024 ± 𝛜 | |
FS3 | 5-fold | 72.29 ± 0.86 | 74.33 ± 1.36 | 70.54 ± 2.19 | 0.7243 ± 0.0078 |
10-fold | 71.50 ± 1.22 | 74.6 ± 1.33 | 68.84 ± 1.86 | 0.7172 ± 0.0119 | |
Leave-one-out | 72.50 ± 𝛜 | 75.68 ± 𝛜 | 69.77 ± 𝛜 | 0.7272 ± 𝛜 | |
FS4 | 5-fold | 73.13 ± 0.88 | 50 ± 1.91 | 93.02 ± 𝛜 | 0.7151 ± 0.0095 |
10-fold | 73.39 ± 0.56 | 50.58 ± 1.22 | 93.02 ± 𝛜 | 0.718 ± 0.0061 | |
Leave-one-out | 73.75 ± 𝛜 | 51.35 ± 𝛜 | 93.02 ± 𝛜 | 0.7219 ± 𝛜 | |
FS5 | 5-fold | 81.56 ± 0.54 | 73.99 ± 1.31 | 88.08 ± 0.77 | 0.8103 ± 0.0057 |
10-fold | 81.75 ± 0.83 | 74.87 ± 1.24 | 87.67 ± 1.06 | 0.8127 ± 0.0083 | |
Leave-one-out | 82.50 ± 𝛜 | 75.68 ± 𝛜 | 88.37 ± 𝛜 | 0.8202 ± 𝛜 | |
FS6 | 5-fold | 82.92 ± 0.59 | 73.42 ± 1.01 | 91.09 ± 0.86 | 0.8226 ± 0.0059 |
10-fold | 82.32 ± 0.8 | 72.97 ± 2.04 | 90.37 ± 0.82 | 0.8167 ± 0.0087 | |
Leave-one-out | 82.50 ± 𝛜 | 72.97 ± 𝛜 | 90.70 ± 𝛜 | 0.8184 ± 𝛜 | |
FS7 | 5-fold | 83.00 ± 0.93 | 75.68 ± 𝛜 | 89.30 ± 1.54 | 0.8249 ± 0.0077 |
10-fold | 82.29 ± 0.47 | 75.68 ± 𝛜 | 87.98 ± 0.87 | 0.8183 ± 0.0043 | |
Leave-one-out | 82.50 ± 𝛜 | 75.68 ± 𝛜 | 88.37 ± 𝛜 | 0.8202 ± 𝛜 |