Classification on haberman (test)
79.65AccuracyHODT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HODTAlgorithm=HODT, K (number of splitting rules)=6, Evaluation Protocol=Five-fold cross-validation2025.09 | 79.65 | — | — | — | 4.37 | |
| HODTAlgorithm=HODT, K (number of splitting rules)=5, Evaluation Protocol=Five-fold cross-validation2025.09 | 79.29 | — | — | — | 4.3 | |
| HODTAlgorithm=HODT, K (number of splitting rules)=4, Evaluation Protocol=Five-fold cross-validation2025.09 | 78.94 | — | — | — | 3.51 | |
| ε-BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 76.5 | — | — | — | — | |
| BALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 76.1 | — | — | — | — | |
| ALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 75.5 | — | — | — | — | |
| EN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 75.5 | — | — | — | — | |
| BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 75.5 | — | — | — | — | |
| BQ-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 75.1 | — | — | — | — | |
| Pin-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 74.5 | — | — | — | — | |
| CART-depthAlgorithm=CART-depth, d (depth)=3, Evaluation Protocol=Five-fold cross-validation2025.09 | 74.39 | — | — | — | 3.25 | |
| CART-sizeAlgorithm=CART-size, K (number of splitting rules)=4, Evaluation Protocol=Five-fold cross-validation2025.09 | 73.33 | — | — | — | 2.58 | |
| ConTreeAlgorithm=ConTree, d (depth)=3, Evaluation Protocol=Five-fold cross-validation2025.09 | 72.98 | — | — | — | 3.94 | |
| CART-sizeAlgorithm=CART-size, K (number of splitting rules)=5, Evaluation Protocol=Five-fold cross-validation2025.09 | 72.28 | — | — | — | 1.72 | |
| CART-sizeAlgorithm=CART-size, K (number of splitting rules)=6, Evaluation Protocol=Five-fold cross-validation2025.09 | 72.28 | — | — | — | 2.58 | |
| Decision treeSize=2.6 (1-11)2026.04 | — | 51.6 | 7.3 | 41.8 | — | |
| LassoSize=0.4 (0-1)2026.04 | — | 57.1 | 7.9 | 42.5 | — | |
| LogisticSize=3.0 (3-3)2026.04 | — | 68.4 | 12.7 | 44.2 | — | |
| RISKSLIMSize=0.0 (0-0)2026.04 | — | 50 | 6.1 | 42.1 | — | |
| RSS-DNBSize=2.4 (2-3)2026.04 | — | 66.2 | 11.8 | 44 | — | |
| RSS-DNB-SASize=3.0 (3-3)2026.04 | — | 69.4 | 11.9 | 45.1 | — | |
| SLIMSize=3.0 (3-3)2026.04 | — | 60 | 4.9 | 31.9 | — |