Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Voting data with binary target | Logistic | Total Loss | 0.058 | 0.112 | 0.058 | 0.058 | 0.058 | 0.059 |
Bias | 0.046 | 0.078 | 0.046 | 0.046 | 0.046 | 0.048 | ||
Variance | 0.011 | 0.034 | 0.011 | 0.017 | 0.011 | 0.011 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.247 | 0.435 | 0.247 | 0.365 | 0.247 | 0.227 | ||
Percent Change from Raw | ~ | 193.123 | 100.000 | 100.000 | 100.000 | 101.162 |