Table 2.
Criteria | Input Excl. | EDT Bagged | EDT Boosted | ||||||
---|---|---|---|---|---|---|---|---|---|
Min | Max | Mean | SD | Min | Max | Mean | SD | ||
RMSE | No excl. | 19.20 | 28.27 | 23.78 | 1.26 | 135.86 | 146.70 | 141.16 | 1.79 |
I1 excl. | 97.48 | 104.97 | 100.80 | 1.15 | 153.04 | 161.99 | 157.11 | 1.49 | |
I2 excl. | 56.13 | 63.04 | 58.84 | 1.02 | 138.32 | 150.13 | 142.84 | 1.68 | |
I3 excl. | 215.67 | 224.28 | 220.44 | 1.18 | 222.84 | 223.37 | 228.18 | 1.61 | |
I4 excl. | 40.06 | 48.21 | 43.71 | 1.12 | 136.29 | 147.91 | 141.28 | 1.69 | |
I5 excl. | 23.50 | 36.27 | 27.83 | 1.70 | 136.29 | 147.91 | 141.28 | 1.69 | |
I6 excl. | 120.65 | 128.45 | 124.63 | 1.12 | 178.98 | 189.90 | 184.26 | 1.67 | |
I7 excl. | 33.37 | 41.85 | 37.24 | 1.28 | 136.29 | 147.91 | 141.28 | 1.69 | |
MAE | No excl. | 7.93 | 10.82 | 9.14 | 0.47 | 77.30 | 82.33 | 79.62 | 0.91 |
I1 excl. | 46.87 | 51.16 | 48.86 | 0.69 | 85.76 | 90.81 | 87.85 | 0.82 | |
I2 excl. | 24.95 | 31.25 | 26.57 | 0.63 | 78.39 | 83.60 | 80.54 | 0.85 | |
I3 excl. | 163.07 | 167.72 | 165.46 | 0.73 | 145.98 | 152.37 | 149.14 | 0.88 | |
I4 excl. | 15.13 | 20.76 | 17.15 | 0.75 | 77.41 | 82.77 | 79.65 | 0.86 | |
I5 excl. | 10.15 | 15.99 | 12.54 | 0.92 | 77.41 | 82.77 | 79.65 | 0.86 | |
I6 excl. | 69.15 | 73.83 | 71.64 | 0.71 | 98.73 | 104.90 | 101.63 | 0.90 | |
I7 excl. | 13.24 | 19.13 | 15.18 | 0.83 | 77.41 | 82.77 | 79.65 | 0.86 | |
R2 | No excl. | 0.986 | 0.993 | 0.990 | 0.001 | 0.832 | 0.870 | 0.856 | 0.006 |
I1 excl. | 0.802 | 0.827 | 0.816 | 0.004 | 0.721 | 0.758 | 0.742 | 0.005 | |
I2 excl. | 0.929 | 0.943 | 0.938 | 0.002 | 0.808 | 0.858 | 0.843 | 0.007 | |
I3 excl. | 0.100 | 0.144 | 0.122 | 0.006 | 0.153 | 0.183 | 0.168 | 0.005 | |
I4 excl. | 0.960 | 0.971 | 0.966 | 0.002 | 0.831 | 0.872 | 0.855 | 0.006 | |
I5 excl. | 0.978 | 0.990 | 0.987 | 0.002 | 0.831 | 0.872 | 0.855 | 0.006 | |
I6 excl. | 0.704 | 0.731 | 0.719 | 0.004 | 0.533 | 0.573 | 0.554 | 0.007 | |
I7 excl. | 0.970 | 0.980 | 0.975 | 0.002 | 0.831 | 0.872 | 0.855 | 0.006 |