Variance-Bias Ratio | 0.000 | 9.816E-01 | 2.852E+00 | 2.863E+00 | 2.675E+00 | 0.000 | ||
Percent Change from Raw | ~ | 1.562E+20 | 6.929E+19 | 6.913E+19 | 7.284E+19 | 100.000 | ||
Decision Tree | ||||||||
Total Loss | 2.418 | 2.276 | 2.270 | 2.270 | 2.270 | 2.305 | ||
Bias | 1.318 | 1.325 | 1.320 | 1.320 | 1.320 | 1.320 | ||
Variance | 1.100 | 0.950 | 0.950 | 0.950 | 0.950 | 0.985 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.834 | 0.717 | 0.719 | 0.719 | 0.719 | 0.746 | ||
Percent Change from Raw | ~ | 94.094 | 93.868 | 93.868 | 93.868 | 95.304 | ||
Random Forest | Total Loss | 1.505 | 1.307 | 1.307 | 1.307 | 1.307 | 1.505 | |
Bias | 1.396 | 1.279 | 1.279 | 1.279 | 1.279 | 1.396 | ||
Variance | 0.108 | 0.028 | 0.028 | 0.028 | 0.028 | 0.108 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.077 | 0.022 | 0.022 | 0.022 | 0.022 | 0.077 | ||
Percent Change from Raw | ~ | 86.878 | 86.880 | 86.880 | 86.880 | 100.000 | ||
SVM | Total Loss | 1.281 | 1.434 | 1.553 | 1.553 | 1.559 | 1.281 | |
Bias | 1.280 | 1.339 | 1.398 | 1.398 | 1.401 | 1.280 | ||
Variance | 0.001 | 0.096 | 0.155 | 0.155 | 0.159 | 0.001 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.001 | 0.071 | 0.111 | 0.111 | 0.113 | 0.001 | ||
Percent Change from Raw | ~ | 111.913 | 121.171 | 121.171 | 121.664 | 100.000 | ||
Gradient Boosting | Total Loss | 1.804 | 1.999 | 2.000 | 2.000 | 2.000 | 1.804 | |
Bias | 1.594 | 1.330 | 1.330 | 1.330 | 1.330 | 1.594 | ||
Variance | 0.210 | 0.670 | 0.670 | 0.670 | 0.670 | 0.210 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.132 | 0.504 | 0.504 | 0.504 | 0.504 | 0.132 | ||
Percent Change from Raw | ~ | 110.831 | 110.855 | 110.855 | 110.855 | 100.000 | ||
Neural Network | Total Loss | 1.345 | 3224.484 | 39,115.685 | 39,219.860 | 40,455.088 | 1.346 | |
Bias | 1.302 | 2119.686 | 25,869.107 | 25,937.281 | 27,183.789 | 1.302 | ||
Variance | 0.043 | 1104.797 | 13,246.578 | 13,246.578 | 13,271.299 | 0.043 | ||
Noise | 0.000 | 0.000 | 0.000 | 36.002 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.033 | 0.521 | 0.512 | 0.511 | 0.488 | 0.033 | ||
Percent Change from Raw | ~ | 239,694.606 | 2,907,696.079 | 2,915,440.041 | 3,007,261.712 | 100.030 |