Table 3 Comparing the performance of the classifiers in each scenario
From: Development of glaucoma predictive model and risk factors assessment based on supervised models
Model | %Acc (Mean ± std) | %Spe(Mean ± std) | %Sen (Mean ± std) | %Sen (CI 95 %) | %F_score (Mean ± std) |
|---|---|---|---|---|---|
Scenario0_5fold | |||||
DT | 96.89 ± 0.45 | 98.35 ± 0.45 | 21.84 ± 9.32 | (20.33, 23.35) | 20.87 ± 8.20 |
SVM | 98.08 ± 0.07 | 99.99 ± 0.04 | 00 ± 00 | (00, 00) | 00 ± 00 |
KNN | 97.07 ± 0.34 | 98.91 ± 0.35 | 2.30 ± 3.46 | (1.74, 2.86) | 2.80 ± 4.23 |
RF | 98.09 ± 0.05 | 100 ± 00 | 0.04 ± 0.48 | (00, 0.12) | 0.07 ± 0.90 |
ET | 98.08 ± 0.07 | 99.99 ± 0.04 | 0.19 ± 1.04 | (00, 00) | 0.36 ± 1.95 |
Scenario0_10fold | |||||
DT | 96.90 ± 00.71 | 98.31 ± 00.68 | 24.86 ± 13.89 | (23.28, 26.44) | 23.24 ± 12.41 |
SVM | 98.06 ± 00.00 | 99.98 ± 00.06 | 00 ± 00 | (00, 00) | 00 ± 00 |
KNN | 97.04 ± 00.53 | 98.82 ± 0.53 | 02.25 ± 04.83 | (1.70, 2.80) | 2.66 ± 5.76 |
RF | 98.09 ± 0.10 | 100 ± 00 | 0.04 ± 0.64 | (0.00, 0.11) | 0.07 ± 1.15 |
ET | 98.08 ± 0.13 | 99.98 ± 0.06 | 0.27 ± 1.74 | (0.07, 0.47) | 0.48 ± 3.12 |
Scenario1_5fold | |||||
DT | 96.89 ± 0.48 | 98.35 ± 00 | 21.57 ± 9.53 | (20.02, 23.11) | 20.74 ± 8.28 |
SVM | 97.61 ± 0.31 | 99.16 ± 0.33 | 17.94 ± 8.33 | (16.59, 19.29) | 21.75 ± 8.72 |
KNN | 94.60 ± 0.61 | 96.23 ± 0.61 | 10.97 ± 7.23 | (9.80, 12.14) | 7.15 ± 4.72 |
RF | 98.08 ± 0.06 | 99.99 ± 0.04 | 00 ± 00 | (00, 00) | 00 ± 00 |
ET | 98.09 ± 0.06 | 100 ± 0.00 | 00 ± 00 | (00, 00) | 00 ± 00 |
Scenario1_10fold | |||||
DT | 96.81 ± 0.67 | 98.27 ± 0.64 | 21.82 ± 13.3 | (20.31, 23.33) | 20.39 ± 11.99 |
SVM | 97.65 ± 0.47 | 99.21 ± 0.43 | 17.61 ± 12.1 | (16.23, 18.99) | 21.48 ± 13.61 |
KNN | 94.60 ± 0.90 | 96.23 ± 0.91 | 10.99 ± 10.07 | (9.84, 12.14) | 7.13 ± 6.48 |
RF | 98.08 ± 0.12 | 99.99 ± 0.05 | 0.08 ± 0.96 | (0.00, 0.19) | 0.14 ± 1.72 |
ET | 98.09 ± 0.10 | 100 ± 00 | 00 ± 00 | (00, 00) | 00 ± 00 |
Scenari2_5fold | |||||
DT | 87.40 ± 1.49 | 87.65 ± 1.58 | 74.41 ± 9.25 | (72.91, 75.91) | 18.47 ± 2.27 |
SVM | 83.52 ± 1.75 | 83.38 ± 1.79 | 65.35 ± 9.86 | (63.75, 66.94) | 13.22 ± 2.16 |
KNN | 80.94 ± 1.59 | 81.80 ± 1.63 | 36.26 ± 10.05 | (34.64, 37.89) | 6.77 ± 1.81 |
RF | 88.90 ± 1.08 | 89.24 ± 1.13 | 71.39 ± 8.96 | (69.93, 72.84) | 19.75 ± 2.42 |
ET | 92.75 ± 0.91 | 93.49 ± 0.91 | 54.66 ± 10.67 | (52.94, 56.39) | 22.43 ± 4.41 |
Scenario2_10fold | |||||
DT | 87.61 ± 1.67 | 87.88 ± 1.72 | 73.80 ± 14.38 | (72.16, 75.44) | 18.61 ± 3.70 |
SVM | 83.69 ± 1.80 | 84.02 ± 1.83 | 66.71 ± 15.36 | (64.96, 68.46) | 13.55 ± 3.16 |
KNN | 81.00 ± 1.87 | 81.84 ± 1.91 | 37.69 ± 15.55 | (35.90, 39.44) | 7.02 ± 2.88 |
RF | 88.87 ±1.48 | 89.10 ± 1.51 | 72.35 ± 13.67 | (70.80, 73.91) | 19.87 ± 4.00 |
ET | 92.68 ± 1.16 | 93.40 ± 1.15 | 55.55 ± 16.60 | (53.66, 57.44) | 22.54 ± 6.68 |