Data | Model | Normalization | None | Z-standard | Min-Max | MaxAbs (−1, 1) | Quantile Transform | Quantile Normalize |
Abalone data with binary target | Logistic | Total Loss | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 |
Bias | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | ||
Variance | 0.000 | 0.000 | 0.000 | 0.144 | 0.000 | 0.000 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.144 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.000 | 0.000 | 0.000 | 1.542 | 0.000 | 0.000 | ||
Percent Change from Raw | ~ | 100.000 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Decision Tree | ||||||||
Total Loss | 0.145 | 0.102 | 0.230 | 0.252 | 0.391 | 0.145 | ||
Bias | 0.079 | 0.091 | 0.098 | 0.111 | 0.174 | 0.079 | ||
Variance | 0.066 | 0.011 | 0.131 | 0.046 | 0.217 | 0.066 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.095 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.847 | 0.124 | 1.340 | 0.419 | 1.248 | 0.847 | ||
Percent Change from Raw | ~ | 70.193 | 158.349 | 173.704 | 269.903 | 100.000 | ||
Random Forest | Total Loss | 0.108 | 0.093 | 0.122 | 0.127 | 0.149 | 0.108 | |
Bias | 0.081 | 0.093 | 0.077 | 0.082 | 0.079 | 0.081 | ||
Variance | 0.027 | 0.000 | 0.045 | 0.127 | 0.070 | 0.027 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.337 | 0.000 | 0.587 | 1.554 | 0.881 | 0.337 | ||
Percent Change from Raw | ~ | 86.254 | 112.596 | 117.182 | 138.182 | 100.000 | ||
SVM | Total Loss | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | |
Bias | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | ||
Variance | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ||
Percent Change from Raw | ~ | 100.000 | 100.000 | 100.000 | 100.000 | 100.000 | ||
Gradient Boosting | Total Loss | 0.103 | 0.094 | 0.171 | 0.213 | 0.237 | 0.103 | |
Bias | 0.081 | 0.093 | 0.086 | 0.109 | 0.105 | 0.081 | ||
Variance | 0.021 | 0.001 | 0.085 | 0.003 | 0.132 | 0.021 | ||
Noise | 0.000 | 0.000 | 0.000 | 0.102 | 0.000 | 0.000 | ||
Variance-Bias Ratio | 0.261 | 0.015 | 0.985 | 0.025 | 1.263 | 0.261 | ||
Percent Change from Raw | ~ | 92.110 | 166.500 | 207.969 | 230.980 | 100.000 | ||
Neural Network | Total Loss | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 | 0.093 |