Classification on UCI breast-cancer 80%:20% random train-test
28.55Error Rate (%)DRO (kappa=m)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DRO (kappa=m)N=277, k=42, m=9, kappa=9, Regularization=None2022.05 | 28.55 | — | |
| r-DRO (kappa=m)N=277, k=42, m=9, kappa=9, Regularization=Lasso2022.05 | 28.82 | — | |
| r-LRN=277, k=42, m=9, Regularization=Lasso2022.05 | 29.05 | — | |
| DRO (kappa=1)N=277, k=42, m=9, kappa=1, Regularization=None2022.05 | 29.15 | — | |
| r-DRO (kappa=1)N=277, k=42, m=9, kappa=1, Regularization=Lasso2022.05 | 29.16 | — | |
| PI (alpha=0.05)N=277, k=42, m=9, alpha=0.05, Regularization=Profile inference2022.05 | 29.33 | — | |
| MT (kappa=m)N=277, k=42, m=9, kappa=9, Regularization=Mass transportation2022.05 | 29.4 | — | |
| MT (kappa=1)N=277, k=42, m=9, kappa=1, Regularization=Mass transportation2022.05 | 29.44 | — | |
| LRN=277, k=42, m=9, Regularization=None2022.05 | 29.56 | — | |
| Path Regularized ConvexOptimizer=SGD2021.10 | — | 70.7 | |
| Path Regularized ConvexOptimizer=Adam2021.10 | — | 67.2 | |
| Path Regularized ConvexOptimizer=SGD2021.10 | — | 80 | |
| Path Regularized ConvexOptimizer=Adam2021.10 | — | 82.5 | |
| Standard Non-convexOptimizer=SGD2021.10 | — | 69 | |
| Standard Non-convexOptimizer=Adam2021.10 | — | 65.5 | |
| Standard Non-convexOptimizer=SGD2021.10 | — | 75 | |
| Standard Non-convexOptimizer=Adam2021.10 | — | 80 |