| Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
| Ranked - Binary Target | Logistic | Total Loss | 0.444 | 0.505 | 0.506 | 0.506 | 0.506 | 0.444 |
| Bias | 0.369 | 0.343 | 0.344 | 0.344 | 0.343 | 0.369 | ||
| Variance | 0.075 | 0.163 | 0.162 | 0.240 | 0.163 | 0.075 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.202 | 0.474 | 0.473 | 0.698 | 0.476 | 0.202 | ||
| Percent Change from Raw | ~ | 113.941 | 114.128 | 114.127 | 114.080 | 100.000 | ||
| Decision Tree | ||||||||
| Total Loss | 0.489 | 0.494 | 0.494 | 0.494 | 0.494 | 0.493 | ||
| Bias | 0.292 | 0.246 | 0.246 | 0.246 | 0.246 | 0.291 | ||
| Variance | 0.197 | 0.248 | 0.248 | 0.454 | 0.248 | 0.202 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.206 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.672 | 1.009 | 1.006 | 1.843 | 1.006 | 0.692 | ||
| Percent Change from Raw | ~ | 100.905 | 101.041 | 101.041 | 101.041 | 100.767 | ||
| Random Forest | Total Loss | 0.445 | 0.488 | 0.487 | 0.487 | 0.487 | 0.445 | |
| Bias | 0.354 | 0.248 | 0.247 | 0.247 | 0.247 | 0.354 | ||
| Variance | 0.091 | 0.240 | 0.240 | 0.399 | 0.240 | 0.091 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.159 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.257 | 0.965 | 0.969 | 1.613 | 0.969 | 0.257 | ||
| Percent Change from Raw | ~ | 109.658 | 109.524 | 109.524 | 109.524 | 100.000 | ||
| SVM | Total Loss | 0.437 | 0.441 | 0.460 | 0.460 | 0.459 | 0.437 | |
| Bias | 0.437 | 0.407 | 0.308 | 0.309 | 0.313 | 0.437 | ||
| Variance | 0.000 | 0.034 | 0.152 | 0.187 | 0.146 | 0.000 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.000 | 0.083 | 0.493 | 0.606 | 0.468 | 0.000 | ||
| Percent Change from Raw | ~ | 101.023 | 105.432 | 105.403 | 105.171 | 100.000 | ||
| Gradient Boosting | Total Loss | 0.465 | 0.521 | 0.521 | 0.521 | 0.521 | 0.465 | |
| Bias | 0.303 | 0.298 | 0.299 | 0.299 | 0.299 | 0.303 | ||
| Variance | 0.162 | 0.222 | 0.222 | 0.334 | 0.222 | 0.162 | ||
| Noise | 0.000 | 0.000 | 0.000 | 0.112 | 0.000 | 0.000 | ||
| Variance-Bias Ratio | 0.535 | 0.745 | 0.745 | 1.119 | 0.745 | 0.535 | ||
| Percent Change from Raw | ~ | 112.059 | 112.123 | 112.123 | 112.123 | 100.000 |