Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Bivariate Normal - Poisson Target | Poisson Regression | Type of Loss | MSE | MSE | MSE | MSE | MSE | MSE |
Total Loss | 1.502 | 191.901 | 1.874 | 1.764 | 3.004 | 1.502 | ||
Bias | 1.280 | 1.561 | 1.609 | 1.600 | 1.459 | 1.275 | ||
Variance | 0.222 | 190.340 | 0.264 | 0.264 | 1.546 | 0.227 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.173 | 121.919 | 0.164 | 0.165 | 1.060 | 0.178 | ||
Percent Change from Raw | ~ | 12776.852 | 124.753 | 117.429 | 200.027 | 100.023 |