Binary Classification on Immunotherapy
83.33AccuracyLS-ℓ0-QSVM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LS-ℓ0-QSVMAlgorithm/Package/Solver=Algorithm 1, (7), COPT, Parameters=C, k, Validation=Five-fold cross validation2025.01 | 83.33 | 89.56 | |
| LSVMAlgorithm/Package/Solver=Scikit-learn, Parameters=C, Validation=Five-fold cross validation2025.01 | 81.11 | 89.06 | |
| QSVMAlgorithm/Package/Solver=COPT, Parameters=C, Validation=Five-fold cross validation2025.01 | 81.11 | 88.79 | |
| ℓ1-QSVMAlgorithm/Package/Solver=COPT, Parameters=C1, C2, Validation=Five-fold cross validation2025.01 | 81.11 | 88.83 | |
| ℓ0-QSVMAlgorithm/Package/Solver=Algorithm 1, COPT, Parameters=C, k, Validation=Five-fold cross validation2025.01 | 81.11 | 88.85 | |
| LS-SVMAlgorithm/Package/Solver=Numpy, Parameters=C, Validation=Five-fold cross validation2025.01 | 80 | 88.47 | |
| SVM-Q2Algorithm/Package/Solver=Scikit-learn, Parameters=C, γ, Validation=Five-fold cross validation2025.01 | 80 | 88.19 | |
| ℓ1-SVMAlgorithm/Package/Solver=COPT, Parameters=C, Validation=Five-fold cross validation2025.01 | 80 | 88.27 | |
| LS-ℓ0-SVMAlgorithm/Package/Solver=ADMM, Parameters=C, γ, λ, Validation=Five-fold cross validation2025.01 | 80 | 88.47 | |
| SVM-rbfAlgorithm/Package/Solver=Scikit-learn, Parameters=C, γ, Validation=Five-fold cross validation2025.01 | 78.89 | 87.92 |