Datasets | AWODCPE | CPT | Catboost | Quatile | Target | Ordinal |
adult | 85.27 ± 0.50 | 85.10 ± 20.9 | 85.20 ± 0.24 | 82.99 ± 0.28● | 85.28 ± 0.22 | 84.70 ± 0.34● |
automobile | 78.23 ± 14.8 | 62.27 ± 2.42● | 68.04 ± 3.14● | 72.17 ± 3.81 | 69.42 ± 2.38● | 56.73 ± 4.93● |
autos | 73.90 ± 15.2 | 68.53 ± 18.8 | 67.82 ± 3.61 | 71.92 ± 2.08 | 68.81 ± 3.24 | 60.96 ± 3.78● |
car | 91.37 ± 2.96 | 89.82 ± 3.53● | 80.05 ± 2.78● | 82.99 ± 0.07● | 77.87 ± 2.89● | 82.85 ± 5.21● |
census | 96.27 ± 0.22 | 96.08 ± 1.15● | 96.11 ± 0.07● | 96.12 ± 0.08● | 96.10 ± 0.10● | 96.16 ± 0.21 |
colic | 83.72 ± 6.72 | 80.94 ± 8.75 | 80.83 ± 1.59 | 76.07 ± 1.49● | 81.22 ± 1.42 | 80.64 ± 2.08 |
credit-a | 86.46 ± 4.25 | 86.29 ± 8.58 | 86.42 ± 0.61 | 87.94 ± 0.81 | 86.45 ± 0.47 | 87.90 ± 1.35 |
heart-statlog | 85.42 ± 8.05 | 81.83 ± 6.35 | 81.33 ± 1.35● | 81.34 ± 1.29● | 81.40 ± 1.54● | 82.08 ± 1.33 |
hepatitis | 86.87 ± 9.62 | 85.11 ± 2.26 | 87.08 ± 2.83 | 89.14 ± 1.27 | 87.01 ± 2.58 | 85.36 ± 1.62 |
hypothyroid | 97.61 ± 1.12 | 96.32 ± 0.52● | 95.33 ± 0.36● | 95.25 ± 0.05● | 95.27 ± 0.40● | 95.98 ± 0.29● |
kr-vs-kp | 95.18 ± 1.54 | 96.32 ± 0.53○ | 94.56 ± 0.18 | 96.04 ± 0.05○ | 94.60 ± 0.19 | 99.38 ± 0.14○ |
labor | 95.67 ± 14.9 | 93.98 ± 2.90 | 92.64 ± 2.54 | 93.94 ± 1.68 | 93.43 ± 2.13 | 90.29 ± 3.49 |
nursery | 92.63 ± 1.28 | 91.94 ± 1.06 | 89.72 ± 0.93● | 78.43 ± 0.27● | 90.22 ± 0.80● | 90.13 ± 4.56● |
primary-tumor | 48.94 ± 17.9 | 54.30 ± 2.37 | 44.96 ± 2.07 | 44.62 ± 1.95 | 44.91 ± 1.24 | 47.80 ± 2.54 |
sick | 96.83 ± 0.92 | 96.29 ± 0.97● | 96.37 ± 0.25● | 95.76 ± 0.11● | 96.24 ± 0.14● | 96.38 ± 0.15● |
splice | 96.35 ± 1.24 | 95.66 ± 0.17● | 92.57 ± 0.35● | 93.98 ± 0.38● | 92.75 ± 0.37● | 82.04 ± 1.58● |
vowel | 75.48 ± 6.85 | 70.46 ± 4.25● | 70.01 ± 4.04● | 62.47 ± 2.81● | 69.82 ± 3.52● | 67.72 ± 4.64● |
zoo | 97.40 ± 6.36 | 97.29 ± 1.71 | 98.12 ± 1.58 | 99.91 ± 0.40 | 97.76 ± 1.56 | 98.46 ± 2.02 |
average | 86.87 | 84.92 | 83.73 | 83.41 | 83.81 | 82.53 |
# of best | 12 | 1 | 0 | 3 | 1 | 1 |
W/T/L | - | 7/10/1 | 9/9/0 | 10/7/1 | 9/9/0 | 9/8/1 |
AR | 1.72 | 3.44 | 4.22 | 3.83 | 3.94 | 3.83 |