Binary Classification on Haberman
0.774Accuracyε-BAEN-SVM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ε-BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.774 | — | — | — | |
| BAEN-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.771 | — | — | — | |
| BAEN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.771 | — | — | — | |
| BAEN-SVMKernel=RBF, Noise level=0%2026.03 | 0.768 | — | — | — | |
| BQ-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.768 | — | — | — | |
| ε-BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 0.768 | — | — | — | |
| BALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.768 | — | — | — | |
| BQ-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.768 | — | — | — | |
| ε-BAEN SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.768 | — | — | — | |
| Hinge-SVMKernel=RBF, Noise level=0%2026.03 | 0.765 | — | — | — | |
| BALS-SVMKernel=RBF, Noise level=0%2026.03 | 0.765 | — | — | — | |
| ε-BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.765 | — | — | — | |
| BQ-SVMKernel=RBF, Noise level=0%2026.03 | 0.764 | — | — | — | |
| BALS-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.764 | — | — | — | |
| BALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.764 | — | — | — | |
| ALS-SVMKernel=RBF, Noise level=0%2026.03 | 0.761 | — | — | — | |
| Hinge-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.761 | — | — | — | |
| Pin-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.761 | — | — | — | |
| EN-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.761 | — | — | — | |
| BAEN-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.761 | — | — | — | |
| BALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.761 | — | — | — | |
| Pin-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.761 | — | — | — | |
| EN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.761 | — | — | — | |
| EN-SVMKernel=RBF, Noise level=0%2026.03 | 0.758 | — | — | — | |
| ALS-SVMKernel=RBF, Noise level=25% label noise2026.03 | 0.758 | — | — | — | |
| ALS-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.758 | — | — | — | |
| EN-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.758 | — | — | — | |
| BQ-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.758 | — | — | — | |
| BALS-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.758 | — | — | — | |
| ALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.04 | 0.758 | — | — | — | |
| Pin-SVMKernel=RBF, Noise level=0%2026.03 | 0.755 | — | — | — | |
| EN-SVMKernel=linear, Noise Level=0%2026.04 | 0.755 | — | — | — | |
| ALS-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.755 | — | — | — | |
| EN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.755 | — | — | — | |
| BAEN-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.755 | — | — | — | |
| BQ-SVMKernel=linear, Noise Level=0%2026.04 | 0.752 | — | — | — | |
| ALS-SVMKernel=linear, Noise Level=0%2026.04 | 0.751 | — | — | — | |
| BALS-SVMKernel=linear, Noise Level=0%2026.04 | 0.751 | — | — | — | |
| BAEN-SVMKernel=linear, Noise Level=0%2026.04 | 0.751 | — | — | — | |
| BQ-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.751 | — | — | — | |
| BQ-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.751 | — | — | — | |
| BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.751 | — | — | — | |
| Pin-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.748 | — | — | — | |
| EN-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.748 | — | — | — | |
| Pin-SVMKernel=linear, Noise Level=0%2026.04 | 0.745 | — | — | — | |
| Pin-SVMKernel=linear, Noise Level=25% label noise2026.04 | 0.745 | — | — | — | |
| ALS-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.745 | — | — | — | |
| LS-ℓ0-QSVMAlgorithm/Package/Solver=Algorithm 1, (7), COPT, Parameters=C, k, Validation=Five-fold cross validation2025.01 | 0.7422 | 0.321 | — | — | |
| Hinge-SVMKernel=RBF, Noise level=25% feature noise2026.03 | 0.742 | — | — | — | |
| Pin-SVMKernel=linear, Noise Level=25% feature noise2026.04 | 0.738 | — | — | — | |
| LSVMAlgorithm/Package/Solver=Scikit-learn, Parameters=C, Validation=Five-fold cross validation2025.01 | 0.7357 | 0.1717 | — | — | |
| LS-SVMAlgorithm/Package/Solver=Numpy, Parameters=C, Validation=Five-fold cross validation2025.01 | 0.7357 | 0.1717 | — | — | |
| LS-ℓ0-SVMAlgorithm/Package/Solver=ADMM, Parameters=C, γ, λ, Validation=Five-fold cross validation2025.01 | 0.7357 | 0.1717 | — | — | |
| ℓ1-QSVMAlgorithm/Package/Solver=COPT, Parameters=C1, C2, Validation=Five-fold cross validation2025.01 | 0.7356 | 0.1937 | — | — | |
| ℓ0-QSVMAlgorithm/Package/Solver=Algorithm 1, COPT, Parameters=C, k, Validation=Five-fold cross validation2025.01 | 0.7324 | 0.1911 | — | — | |
| SVM-Q2Algorithm/Package/Solver=Scikit-learn, Parameters=C, γ, Validation=Five-fold cross validation2025.01 | 0.7258 | 0.1806 | — | — | |
| QSVMAlgorithm/Package/Solver=COPT, Parameters=C, Validation=Five-fold cross validation2025.01 | 0.7258 | 0.1806 | — | — | |
| SVM-rbfAlgorithm/Package/Solver=Scikit-learn, Parameters=C, γ, Validation=Five-fold cross validation2025.01 | 0.7128 | 0.2737 | — | — | |
| ℓ1-SVMAlgorithm/Package/Solver=COPT, Parameters=C, Validation=Five-fold cross validation2025.01 | 0.7128 | 0.0333 | — | — | |
| ALS-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.851 | — | — | |
| ALS-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.848 | — | — | |
| ALS-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.848 | — | — | |
| ALS-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.845 | — | — | |
| BAEN-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.857 | — | — | |
| BAEN-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.852 | — | — | |
| BAEN-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.85 | — | — | |
| BAEN-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.849 | — | — | |
| BALS-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.855 | — | — | |
| BALS-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.85 | — | — | |
| BALS-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.851 | — | — | |
| BALS-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.852 | — | — | |
| BQ-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.856 | — | — | |
| BQ-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.849 | — | — | |
| BQ-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.85 | — | — | |
| BQ-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.849 | — | — | |
| EN-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.849 | — | — | |
| EN-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.849 | — | — | |
| EN-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.848 | — | — | |
| EN-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.848 | — | — | |
| GL GTime=1:32:58s2026.01 | — | 0.6072 | 0.0654 | 70.892 | |
| GL ITime=20:32s.842026.01 | — | 0.5023 | 0.0628 | — | |
| GL MTime=1:32:08s2026.01 | — | 0.5754 | 0.0418 | 33.781 | |
| GL QTime=1:10:53s2026.01 | — | 0.6095 | 0.0671 | 21.9151 | |
| Hinge-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.852 | — | — | |
| Hinge-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.846 | — | — | |
| Hinge-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.845 | — | — | |
| L1RTime=0:02s.912026.01 | — | 0.203 | 0.1014 | — | |
| L2RTime=0:03s.892026.01 | — | 0.1793 | 0.1232 | — | |
| MKLTime=8:22s.352026.01 | — | 0.3441 | 0.0485 | — | |
| Pin-SVMKernel=RBF, Noise Level=0%2026.03 | — | 0.847 | — | — | |
| Pin-SVMKernel=linear, Noise Level=0%2026.03 | — | 0.849 | — | — | |
| Pin-SVMNoise=25% label noise, Kernel=linear2026.03 | — | 0.846 | — | — | |
| Pin-SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.846 | — | — | |
| SVCTime=0:17s.622026.01 | — | 0.3963 | 0.073 | — | |
| ε-BAEN SVMkernel=linear, noise=25% feature noise2026.04 | — | 0.856 | — | — |