Y (T) | Model | Feature set | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
X | A | R | G | XA | XR | XG | AR | AG | RG | XAR | XAG | XRG | ARG | XARG | Average | ||
BA (1105) | MARS | 28.72 | 20.00 | 5.13 | 18.46 | 34.36 | 36.92 | 28.21 | 21.03 | 16.41 | 8.21 | 37.95 | 28.72 | 40.00 | 8.21 | 36.41 | 24.58 |
RF | 23.08 | 23.08 | 10.77 | 24.10 | 30.52 | 30.77 | 37.44 | 21.54 | 30.00 | 25.65 | 31.03 | 34.12 | 39.75 | 25.90 | 32.31 | 28.00 | |
SVM | 26.67 | 30.26 | 4.62 | 19.49 | 30.77 | 23.08 | 29.23 | 20.51 | 41.54 | 30.26 | 26.15 | 42.05 | 37.44 | 38.97 | 41.54 | 29.51 | |
MLR | 43.08 | 18.97 | 9.74 | 28.21 | 33.33 | 46.67 | 47.18 | 21.03 | 40.00 | 33.85 | 46.15 | 49.23 | 49.74 | 40.00 | 51.28 | 37.23 | |
BRT | 23.85 | 25.39 | 9.24 | 39.23 | 30.52 | 30.26 | 42.31 | 22.82 | 37.69 | 33.85 | 33.85 | 44.36 | 44.62 | 36.67 | 43.08 | 33.18 | |
kNN | 17.95 | 11.28 | 8.72 | 16.41 | 9.23 | 18.46 | 15.90 | 11.28 | 15.38 | 17.95 | 15.38 | 17.44 | 21.03 | 14.36 | 17.44 | 15.21 | |
Average | 27.22 | 21.50 | 8.04 | 24.32 | 28.12 | 31.03 | 33.38 | 19.71 | 30.17 | 24.96 | 31.75 | 35.99 | 38.76 | 27.35 | 37.01 | 27.95 | |
RMSD (1105) | MARS | 45.64 | 42.05 | 26.15 | 72.31 | 54.87 | 52.31 | 73.85 | 33.85 | 70.26 | 71.28 | 52.82 | 70.26 | 72.82 | 67.18 | 75.90 | 58.77 |
RF | 32.72 | 32.31 | 13.85 | 67.39 | 39.80 | 42.26 | 70.36 | 32.10 | 64.82 | 68.10 | 41.95 | 64.82 | 72.00 | 64.51 | 67.18 | 51.61 | |
SVM | 29.74 | 28.72 | 6.15 | 66.15 | 37.95 | 30.77 | 70.77 | 32.31 | 61.54 | 56.41 | 45.64 | 64.10 | 62.05 | 58.97 | 63.08 | 47.62 | |
MLR | 44.62 | 35.90 | 6.15 | 70.26 | 58.46 | 54.36 | 72.31 | 40.51 | 70.26 | 65.64 | 56.92 | 75.90 | 70.26 | 67.69 | 69.23 | 57.23 | |
BRT | 38.77 | 34.87 | 8.10 | 70.98 | 52.00 | 41.13 | 74.77 | 35.59 | 67.70 | 69.02 | 48.92 | 71.39 | 72.51 | 65.33 | 67.49 | 54.57 | |
kNN | 31.79 | 24.10 | 3.08 | 55.38 | 30.77 | 17.44 | 62.56 | 15.90 | 40.00 | 38.97 | 22.05 | 44.62 | 45.13 | 37.95 | 41.03 | 34.05 | |
Average | 37.21 | 32.99 | 10.58 | 67.08 | 45.64 | 39.71 | 70.77 | 31.71 | 62.43 | 61.57 | 44.72 | 65.18 | 65.79 | 60.27 | 63.98 | 50.64 | |
RMSD (1105x50) | MARS | 44.10 | 31.79 | 5.13 | 72.82 | 62.56 | 49.74 | 75.38 | 34.87 | 73.33 | 70.77 | 64.10 | 76.92 | 72.31 | 72.31 | 78.97 | 59.01 |
RF | 39.39 | 48.10 | 22.46 | 70.77 | 61.95 | 54.77 | 72.41 | 50.97 | 73.64 | 75.18 | 63.79 | 76.00 | 75.49 | 75.28 | 76.90 | 62.47 | |
SVM | 36.41 | 43.08 | 10.26 | 66.15 | 54.87 | 43.08 | 70.77 | 43.08 | 71.79 | 65.13 | 57.95 | 74.36 | 72.31 | 69.74 | 70.77 | 56.65 | |
MLR | 45.64 | 36.41 | 6.15 | 70.26 | 56.92 | 52.31 | 73.34 | 37.95 | 71.79 | 71.28 | 57.44 | 72.82 | 71.79 | 70.77 | 73.33 | 57.88 | |
BRT | 46.15 | 36.92 | 13.33 | 71.59 | 54.36 | 54.87 | 71.59 | 42.56 | 70.77 | 70.77 | 56.92 | 70.26 | 72.31 | 71.28 | 71.28 | 58.33 | |
kNN | 36.41 | 46.15 | 23.59 | 61.03 | 51.28 | 41.03 | 71.28 | 45.13 | 60.00 | 53.33 | 49.23 | 61.54 | 60.51 | 53.33 | 55.90 | 51.32 | |
Average | 41.35 | 40.41 | 13.49 | 68.77 | 57.01 | 49.30 | 72.46 | 42.43 | 70.22 | 67.69 | 58.24 | 72.05 | 70.68 | 69.23 | 70.63 | 57.61 |