Table 3.
Fraction used in the prediction | Linear regression | SVR C – 101 | SVR C – 1 | SVR C – 0.1 | SVR C – 0.01 |
0.052 | 75.65 | 70.36 | 73.45 | 75.21 | 74.89 |
0.1 | 76.61 | 71.06 | 75.88 | 75.97 | 74.57 |
0.15 | 76.90 | 70.78 | 75.11 | 76.20 | 74.09 |
0.2 | 77.21 | 70.65 | 75.14 | 75.78 | 73.58 |
0.25 | 76.45 | 70.01 | 75.59 | 75.78 | 73.04 |
0.3 | 76.04 | 71.13 | 75.11 | 75.24 | 72.56 |
0.35 | 75.72 | 71.54 | 74.79 | 75.27 | 71.54 |
0.4 | 75.91 | 72.69 | 74.76 | 75.11 | 71.80 |
0.45 | 75.91 | 72.72 | 75.11 | 74.95 | 71.86 |
0.5 | 76.13 | 72.82 | 75.33 | 75.11 | 71.67 |
0.55 | 76.39 | 72.63 | 75.43 | 75.43 | 72.08 |
0.6 | 76.04 | 72.69 | 75.43 | 75.14 | 71.61 |
0.65 | 75.33 | 72.94 | 75.24 | 75.30 | 70.40 |
0.7 | 74.86 | 73.01 | 74.98 | 74.92 | 70.24 |
0.75 | 75.33 | 73.20 | 75.43 | 74.86 | 69.31 |
0.8 | 75.75 | 72.75 | 75.75 | 74.44 | 68.48 |
0.85 | 75.62 | 72.59 | 75.75 | 74.22 | 67.97 |
0.9 | 75.24 | 72.34 | 75.14 | 74.00 | 67.65 |
0.95 | 75.21 | 72.79 | 75.46 | 74.22 | 67.53 |
1.0 | 75.59 | 73.26 | 75.97 | 74.16 | 67.85 |
1Regularization constant C was set to 10.
2Meaning that the top 5% of the 441 elements when ranked by the Fisher's index were input for the prediction.