Decision Tree | ||||||||
Total Loss | 0.066 | 0.063 | 0.066 | 0.066 | 0.066 | 0.066 | ||
Bias | 0.036 | 0.040 | 0.036 | 0.036 | 0.036 | 0.036 | ||
Variance | 0.030 | 0.023 | 0.030 | 0.043 | 0.030 | 0.030 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.853 | 0.567 | 0.816 | 1.182 | 0.816 | 0.816 | ||
Percent Change from Raw | ~ | 96.100 | 100.475 | 100.475 | 100.475 | 100.475 | ||
Random Forest | Total Loss | 0.044 | 0.053 | 0.044 | 0.044 | 0.044 | 0.044 | |
Bias | 0.031 | 0.041 | 0.031 | 0.031 | 0.031 | 0.031 | ||
Variance | 0.012 | 0.012 | 0.012 | 0.018 | 0.012 | 0.012 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.388 | 0.297 | 0.388 | 0.561 | 0.388 | 0.388 | ||
Percent Change from Raw | ~ | 121.723 | 100.000 | 100.000 | 100.000 | 100.000 | ||
SVM | Total Loss | 0.052 | 0.054 | 0.052 | 0.052 | 0.052 | 0.052 | |
Bias | 0.045 | 0.038 | 0.045 | 0.045 | 0.045 | 0.045 | ||
Variance | 0.007 | 0.016 | 0.007 | 0.011 | 0.007 | 0.007 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.162 | 0.427 | 0.162 | 0.247 | 0.162 | 0.163 | ||
Percent Change from Raw | ~ | 102.883 | 100.000 | 100.000 | 100.000 | 99.649 | ||
Gradient Boosting | Total Loss | 0.056 | 0.058 | 0.056 | 0.056 | 0.056 | 0.056 | |
Bias | 0.033 | 0.039 | 0.033 | 0.033 | 0.033 | 0.033 | ||
Variance | 0.022 | 0.019 | 0.022 | 0.032 | 0.022 | 0.022 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.668 | 0.472 | 0.668 | 0.949 | 0.668 | 0.668 | ||
Percent Change from Raw | ~ | 103.490 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Neural Network | Total Loss | 0.059 | 0.079 | 0.059 | 0.059 | 0.059 | 0.058 | |
Bias | 0.045 | 0.059 | 0.045 | 0.045 | 0.045 | 0.044 | ||
Variance | 0.014 | 0.021 | 0.014 | 0.020 | 0.014 | 0.014 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.312 | 0.353 | 0.312 | 0.442 | 0.312 | 0.307 | ||
Percent Change from Raw | ~ | 134.324 | 100.000 | 100.000 | 100.000 | 98.049 |