Decision Tree | ||||||||
Total Loss | 1.869 | 1.801 | 1.801 | 1.802 | 1.801 | 2.065 | ||
Bias | 1.126 | 1.428 | 1.428 | 1.429 | 1.428 | 1.173 | ||
Variance | 0.743 | 0.373 | 0.373 | 0.373 | 0.373 | 0.892 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.660 | 0.261 | 0.261 | 0.261 | 0.261 | 0.760 | ||
Percent Change from Raw | ~ | 96.319 | 96.319 | 96.371 | 96.319 | 110.450 | ||
Random Forest | Total Loss | 1.564 | 1.125 | 1.125 | 1.125 | 1.125 | 1.564 | |
Bias | 1.369 | 0.980 | 0.980 | 0.980 | 0.980 | 1.370 | ||
Variance | 0.195 | 0.145 | 0.145 | 0.145 | 0.145 | 0.194 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.142 | 0.148 | 0.148 | 0.148 | 0.148 | 0.142 | ||
Percent Change from Raw | ~ | 71.964 | 71.964 | 71.964 | 71.964 | 100.059 | ||
SVM | Total Loss | 1.676 | 1.324 | 1.443 | 1.886 | 1.341 | 1.700 | |
Bias | 1.528 | 1.091 | 1.192 | 1.805 | 1.104 | 1.556 | ||
Variance | 0.148 | 0.233 | 0.252 | 0.252 | 0.237 | 0.143 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.171 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.097 | 0.213 | 0.211 | 0.139 | 0.214 | 0.092 | ||
Percent Change from Raw | ~ | 78.974 | 86.122 | 112.515 | 80.023 | 101.403 | ||
Gradient Boosting | Total Loss | 1.561 | 1.167 | 1.167 | 1.167 | 1.167 | 1.550 | |
Bias | 1.325 | 0.943 | 0.943 | 0.943 | 0.943 | 1.319 | ||
Variance | 0.235 | 0.224 | 0.224 | 0.224 | 0.224 | 0.231 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.178 | 0.237 | 0.237 | 0.237 | 0.237 | 0.175 | ||
Percent Change from Raw | ~ | 74.795 | 74.795 | 74.791 | 74.795 | 99.310 | ||
Neural Network | Total Loss | 1.501 | 50.236 | 2611.864 | 553,224.671 | 740.072 | 1.496 | |
Bias | 1.253 | 25.275 | 1286.970 | 257,374.377 | 412.057 | 1.267 | ||
Variance | 0.248 | 24.961 | 1324.894 | 1324.894 | 328.015 | 0.229 | ||
Noise | 0.000 | 0.000 | 0.000 | 294,525.400 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.198 | 0.988 | 1.029 | 0.005 | 0.796 | 0.181 | ||
Percent Change from Raw | ~ | 3346.523 | 173,990.881 | 36,853,390.488 | 49,300.337 | 99.642 |