Causal graph learning on EasyVista without sparse handling (raw)
30.4F1 ScoreAnomalyCD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AnomalyCDMethod Category=Constraint-based2024.12 | 30.4 | 0.684 | 49.9 | 17 | |
| PCMCIMethod Category=Constraint-based2024.12 | 30.2 | 0.895 | 46 | 17 | |
| HC-BDeuMethod Category=Score-based2024.12 | 29.6 | 0.737 | 22.1 | 17 | |
| GSMethod Category=Constraint-based2024.12 | 29.1 | 0.79 | 35.7 | 16 | |
| IAMBMethod Category=Constraint-based2024.12 | 29.1 | 0.79 | 35.7 | 16 | |
| MMPCMethod Category=Constraint-based2024.12 | 29.1 | 0.79 | 45.7 | 16 | |
| GES-BDeuMethod Category=Score-based2024.12 | 26.7 | 0.526 | 35.7 | 15 | |
| Direct-LiNGAMMethod Category=Function-based2024.12 | 24.2 | 1.05 | 29.7 | 21 | |
| GES-BICMethod Category=Score-based2024.12 | 23.5 | 0.895 | 42.3 | 18 | |
| ICA-LiNGAMMethod Category=Function-based2024.12 | 23.5 | 1.105 | 37.9 | 22 | |
| GAEMethod Category=Gradient-based2024.12 | 23.1 | 0.421 | 31.4 | 14 | |
| GraN-DAGMethod Category=Gradient-based2024.12 | 22.2 | 0.368 | 38 | 13 | |
| MMHCMethod Category=Hybrid-based2024.12 | 20 | 0.474 | 16.8 | 12 | |
| HC-BICMethod Category=Score-based2024.12 | 19.1 | 0.526 | 16.4 | 13 | |
| GOLEMMethod Category=Gradient-based2024.12 | 19.1 | 0.526 | 24.9 | 16 | |
| PCMethod Category=Constraint-based2024.12 | 15.4 | 0.79 | 39.5 | 18 |