Causal graph learning on EasyVista sparse handling
36.4F1 ScoreAnomalyCD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AnomalyCDMethod Category=Constraint-based2024.12 | 36.4 | 47.4 | 48.2 | 10 | |
| PCMethod Category=Constraint-based2024.12 | 33.3 | 47.4 | 22.5 | 12 | |
| GraN-DAGMethod Category=Gradient-based2024.12 | 33.3 | 31.6 | 27.7 | 12 | |
| GES-BICMethod Category=Score-based2024.12 | 32.3 | 63.2 | 34.1 | 14 | |
| PCMCIMethod Category=Constraint-based2024.12 | 31.6 | 63.2 | 54.3 | 13 | |
| MMPCMethod Category=Constraint-based2024.12 | 30.8 | 47.4 | 53.9 | 12 | |
| ICA-LiNGAMMethod Category=Function-based2024.12 | 30.8 | 68.4 | 34.1 | 16 | |
| GSMethod Category=Constraint-based2024.12 | 26.7 | 63.2 | 53.9 | 15 | |
| IAMBMethod Category=Constraint-based2024.12 | 26.7 | 63.2 | 53.9 | 15 | |
| GES-BDeuMethod Category=Score-based2024.12 | 26.7 | 52.6 | 35.7 | 15 | |
| GAEMethod Category=Gradient-based2024.12 | 25 | 42.1 | 30.2 | 13 | |
| Direct-LiNGAMMethod Category=Function-based2024.12 | 22.2 | 79 | 34.5 | 17 | |
| GOLEMMethod Category=Gradient-based2024.12 | 19.1 | 52.6 | 24.9 | 16 | |
| HC-BDeuMethod Category=Score-based2024.12 | 14.8 | 84.2 | 37.2 | 19 | |
| MMHCMethod Category=Hybrid-based2024.12 | 10.5 | 47.4 | 25.7 | 14 | |
| HC-BICMethod Category=Score-based2024.12 | 10 | 52.6 | 24.9 | 15 |