Classification on Breast Cancer (F1, Accuracy, AUC)
98F1 ScoreLogistic-KAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Logistic-KAN2025.09 | 98 | 97 | 99 | 97 | 99 | |
| CSVM- CholeskyKernel=Cholesky, Transformation=Cholesky, SVM variant=CSVM2025.04 | 97.4 | 97.4 | 97 | 97.4 | — | |
| KAAM2025.09 | 97 | 97 | 97 | 96 | 100 | |
| LR2025.09 | 96 | 97 | 96 | 96 | 100 | |
| RF2025.09 | 96 | 97 | 95 | 95 | 100 | |
| SVM- LinearKernel=Linear, SVM variant=SVM2025.04 | 95.6 | 96 | 94.6 | — | — | |
| MLP2025.09 | 95 | 92 | 98 | 94 | 98 | |
| SVM-RBFKernel=RBF, SVM variant=SVM2025.04 | 94.7 | 96.1 | 93 | — | — | |
| SVM- PolyKernel=Poly, SVM variant=SVM2025.04 | 94.7 | 96.1 | 93 | — | — | |
| SVM Linear PCAKernel=Linear, Transformation=PCA, SVM variant=SVM2025.04 | 94.7 | 94.8 | 93.9 | — | — | |
| SVM Linear ZCAKernel=Linear, Transformation=ZCA, SVM variant=SVM2025.04 | 93.9 | 93.7 | 93.2 | — | — | |
| NAM2025.09 | 93 | 91 | 96 | 92 | 98 | |
| SVM- SigmoidKernel=Sigmoid, SVM variant=SVM2025.04 | 46.5 | 38 | 40.1 | — | — | |
| TSVMSVM variant=TSVM2025.04 | — | — | — | 95.6 | — |