Classification on Breastcancer (Acc, NLL, ECE)
97.66AccuracySCSB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SCSBBase Estimator=LogisticRegression, Active Est.=10, Comp. Ratio=80.0%, Latency / 1k (ms)=5.75 (3.0×)2026.06 | 97.66 | 0.0934 | 3.54 | |
| Standard BaggingBase Estimator=LogisticRegression, Active Est.=50, Comp. Ratio=0.0%, Latency / 1k (ms)=17.512026.06 | 97.08 | 0.0967 | 3.87 | |
| Lasso-Pruned BaggingBase Estimator=LogisticRegression, Active Est.=46, Comp. Ratio=8.0%, Latency / 1k (ms)=15.352026.06 | 97.08 | 0.0964 | 3.92 | |
| RHSPrior=Regularized Horseshoe2026.02 | 96.49 | 0.1005 | 3.2 | |
| DHSPrior=Dirichlet Horseshoe2026.02 | 96.49 | 0.0943 | 3.05 | |
| DSTPrior=Dirichlet Student's t2026.02 | 96.49 | 0.1004 | 2.91 | |
| SCSBBase Estimator=DecisionTree, Active Est.=11, Comp. Ratio=89.0%, Latency / 1k (ms)=8.52 (2.6×)2026.06 | 95.32 | 0.2173 | 5.38 | |
| XGBoostBase Estimator=N/A, Active Est.=100, Comp. Ratio=0.0%, Latency / 1k (ms)=0.962026.06 | 95.32 | 0.1436 | 3.81 | |
| Standard BaggingBase Estimator=DecisionTree, Active Est.=100, Comp. Ratio=0.0%, Latency / 1k (ms)=22.422026.06 | 94.15 | 0.2078 | 5.35 | |
| Lasso-Pruned BaggingBase Estimator=DecisionTree, Active Est.=86, Comp. Ratio=14.0%, Latency / 1k (ms)=20.912026.06 | 94.15 | 0.2064 | 5.18 | |
| GaussPrior=Gaussian2026.02 | 93.86 | 0.1288 | 2.67 |