Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Auto mpg Data - Continuous Target | Linear | Type of Loss | MSE | MSE | MSE | MSE | MSE | MSE |
Total Loss | 12.98046102 | 294,549,287 | 21.07621525 | 10,679,343,815 | 1,330,291,933 | 12.98015593 | ||
Bias | 12.26544827 | 28,970,4291.2 | 15.90522095 | 10,498,618,797 | 1,271,499,879 | 12.26513305 | ||
Variance | 0.715012746 | 4,844,995.802 | 5.170994305 | 5.170994305 | 58,792,054.55 | 0.715022881 | ||
Noise | 0.000 | 0.000 | 0.000 | 180,725,013.172 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.058 | 0.017 | 0.325 | 0.000 | 0.046 | 0.058 | ||
Percent Change from Raw | ~ | 2,269,174,312.476 | 162.369 | 82,272,453,970.192 | 10,248,418,231.961 | 99.998 |