Graph Classification on NCI109 (10-fold cross-validation)
87.4AccuracyWKPI-kC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WKPI-kCMethod Category=Topology-based2026.05 | 87.4 | — | |
| WKPI-kMMethod Category=Topology-based2026.05 | 85.9 | — | |
| WL-EdgeClassifier=binary C-SVM2016.03 | 85.32 | 0.34 | |
| WLClassifier=binary C-SVM2016.03 | 85.12 | 0.29 | |
| WL2019.05 | 85.12 | — | |
| CIN++Evaluation Protocol=10-fold CV2023.08 | 84.5 | — | |
| CINvalidation=10-fold cross-validation2022.09 | 84 | — | |
| CINEvaluation Protocol=10-fold CV2023.08 | 84 | — | |
| PINEvaluation Protocol=10-fold CV2023.08 | 84 | — | |
| CANvalidation=10-fold cross-validation2022.09 | 83.6 | — | |
| CANEvaluation Protocol=10-fold CV2023.08 | 83.6 | — | |
| Ours 3b=256, d=3, suffix=(ii)2019.05 | 82.23 | — | |
| PPGNsvalidation=10-fold cross-validation2022.09 | 82.2 | — | |
| PPGNsEvaluation Protocol=10-fold CV2023.08 | 82.2 | — | |
| Ours 1b=400, d=2, suffix=(ii)2019.05 | 81.84 | — | |
| Ours 2b=400, d=2, suffix=(i)2019.05 | 81.77 | — | |
| MLGClassifier=binary C-SVM2016.03 | 81.31 | 0.22 | |
| DGK2019.05 | 80.32 | — | |
| FGSDProtocol=10-fold cross-validation2021.12 | 78.84 | — | |
| FGSD2019.05 | 78.84 | — | |
| CCN2019.05 | 75.54 | — | |
| ECCProtocol=10-fold cross-validation2021.12 | 75.03 | — | |
| ECC2019.05 | 75.03 | — | |
| SPClassifier=binary C-SVM2016.03 | 73.23 | 0.26 | |
| Invariant Graph Networks2019.05 | 72.82 | — | |
| IGNvalidation=10-fold cross-validation2022.09 | 72.8 | — | |
| IGNEvaluation Protocol=10-fold CV2023.08 | 72.8 | — | |
| PLACEClassification Protocol=linear SVM, Descriptor Filter=hks102026.05 | 70.6 | — | |
| GK(k=3)validation=10-fold cross-validation2022.09 | 62.4 | — | |
| GKEvaluation Protocol=10-fold CV, k=32023.08 | 62.4 | — | |
| GraphletClassifier=binary C-SVM2016.03 | 62.35 | 0.28 | |
| GK2019.05 | 62.35 | — |