Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Categorical - Continuous Target | Poisson Regression | Type of Loss | MSE | MSE | MSE | MSE | MSE | MSE |
Total Loss | 1.929 | 631.554 | 2.208 | 2.070 | 6.928 | 1.929 | ||
Bias | 1.743 | 6.792 | 1.801 | 1.928 | 1.271 | 1.740 | ||
Variance | 0.186 | 624.762 | 0.407 | 0.407 | 5.657 | 0.188 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.264 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.107 | 91.989 | 0.226 | 0.211 | 4.452 | 0.108 | ||
Percent Change from Raw | ~ | 32,734.401 | 114.423 | 107.289 | 359.076 | 99.957 | ||
Decision Tree | ||||||||
Total Loss | 2.087 | 2.127 | 2.137 | 2.140 | 2.137 | 2.119 | ||
Bias | 1.123 | 1.199 | 1.213 | 1.212 | 1.213 | 1.264 | ||
Variance | 0.964 | 0.927 | 0.924 | 0.924 | 0.924 | 0.855 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.859 | 0.773 | 0.762 | 0.762 | 0.762 | 0.677 | ||
Percent Change from Raw | ~ | 101.899 | 102.382 | 102.521 | 102.382 | 101.557 | ||
Random Forest | Total Loss | 1.820 | 2.129 | 2.113 | 2.113 | 2.113 | 1.821 | |
Bias | 1.608 | 2.029 | 1.997 | 1.997 | 1.997 | 1.609 | ||
Variance | 0.212 | 0.100 | 0.116 | 0.116 | 0.116 | 0.212 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.132 | 0.049 | 0.058 | 0.058 | 0.058 | 0.132 | ||
Percent Change from Raw | ~ | 116.956 | 116.100 | 116.100 | 116.100 | 100.040 | ||
SVM | Total Loss | 1.940 | 2.029 | 2.201 | 2.247 | 2.188 | 1.938 | |
Bias | 1.775 | 1.865 | 2.157 | 2.244 | 2.133 | 1.771 | ||
Variance | 0.165 | 0.164 | 0.044 | 0.044 | 0.055 | 0.166 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.093 | 0.088 | 0.020 | 0.020 | 0.026 | 0.094 | ||
Percent Change from Raw | ~ | 104.577 | 113.429 | 115.807 | 112.765 | 99.867 | ||
Gradient Boosting | Total Loss | 1.746 | 2.042 | 2.000 | 2.001 | 2.000 | 1.746 | |
Bias | 1.531 | 1.876 | 1.787 | 1.787 | 1.787 | 1.530 | ||
Variance | 0.216 | 0.166 | 0.213 | 0.213 | 0.213 | 0.216 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.141 | 0.089 | 0.119 | 0.119 | 0.119 | 0.141 |