Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Categorical - Binary Target | Logistic | Total Loss | 0.473 | 0.476 | 0.473 | 0.473 | 0.473 | 0.473 |
Bias | 0.281 | 0.266 | 0.281 | 0.281 | 0.281 | 0.281 | ||
Variance | 0.192 | 0.209 | 0.192 | 0.282 | 0.192 | 0.192 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.090 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.683 | 0.786 | 0.683 | 1.004 | 0.683 | 0.683 | ||
Percent Change from Raw | ~ | 100.573 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Decision Tree | ||||||||
Total Loss | 0.502 | 0.480 | 0.485 | 0.485 | 0.485 | 0.485 | ||
Bias | 0.338 | 0.281 | 0.306 | 0.306 | 0.306 | 0.306 | ||
Variance | 0.164 | 0.200 | 0.178 | 0.284 | 0.178 | 0.178 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.105 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.484 | 0.710 | 0.582 | 0.926 | 0.582 | 0.582 | ||
Percent Change from Raw | ~ | 95.636 | 96.508 | 96.508 | 96.508 | 96.508 | ||
Random Forest | Total Loss | 0.476 | 0.484 | 0.476 | 0.476 | 0.476 | 0.476 | |
Bias | 0.288 | 0.282 | 0.288 | 0.288 | 0.288 | 0.288 | ||
Variance | 0.187 | 0.201 | 0.187 | 0.272 | 0.187 | 0.187 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.649 | 0.714 | 0.649 | 0.944 | 0.649 | 0.649 | ||
Percent Change from Raw | ~ | 101.709 | 100.000 | 100.000 | 100.000 | 100.000 | ||
SVM | Total Loss | 0.476 | 0.473 | 0.476 | 0.476 | 0.476 | 0.476 | |
Bias | 0.288 | 0.285 | 0.288 | 0.288 | 0.288 | 0.288 | ||
Variance | 0.188 | 0.187 | 0.188 | 0.275 | 0.188 | 0.188 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.087 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.653 | 0.656 | 0.653 | 0.957 | 0.653 | 0.653 | ||
Percent Change from Raw | ~ | 99.398 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Gradient Boosting | Total Loss | 0.483 | 0.496 | 0.483 | 0.483 | 0.483 | 0.483 | |
Bias | 0.305 | 0.326 | 0.305 | 0.305 | 0.305 | 0.305 | ||
Variance | 0.178 | 0.170 | 0.178 | 0.284 | 0.178 | 0.178 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.106 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.585 | 0.521 | 0.585 | 0.932 | 0.585 | 0.585 | ||
Percent Change from Raw | ~ | 102.711 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Neural Network | Total Loss | 0.491 | 0.496 | 0.491 | 0.491 | 0.491 | 0.490 |