Causal Structure Learning on Scale-free (SF) datasets (n=100, h=5) synthetic (test)
18FDRNOTEARS + VISTA-WV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NOTEARS + VISTA-WVBase Learner=NOTEARS, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.01 | 18 | 68 | 233 | 74 | |
| GOLEM + VISTA-WVBase Learner=GOLEM, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.01 | 33 | 40 | 371.1 | 50 | |
| DAG-GNN + VISTA-WVBase Learner=DAG-GNN, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.01 | 35 | 49 | 363 | 56 | |
| NOTEARSBase Learner=NOTEARS, Aggregation Scheme=Standalone, n=100, h=52026.01 | 37 | 60 | 352.6 | 61 | |
| GraN-DAG + VISTA-WVBase Learner=GraN-DAG, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.01 | 54 | 11 | 545.8 | 18 | |
| DAG-GNNBase Learner=DAG-GNN, Aggregation Scheme=Standalone, n=100, h=52026.01 | 64 | 47 | 731.4 | 38 | |
| GOLEMBase Learner=GOLEM, Aggregation Scheme=Standalone, n=100, h=52026.01 | 70 | 29 | 610.1 | 29 | |
| SCORE + VISTA-WVBase Learner=SCORE, Aggregation Scheme=Weighted Voting (WV), n=100, h=52026.01 | 81 | 63 | 892.6 | 29 | |
| NOTEARS + VISTA-NVBase Learner=NOTEARS, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.01 | 84 | 97 | 2,443.6 | 27 | |
| DAG-GNN + VISTA-NVBase Learner=DAG-GNN, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.01 | 85 | 95 | 2,480 | 27 | |
| GOLEM + VISTA-NVBase Learner=GOLEM, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.01 | 86 | 90 | 2,589 | 25 | |
| GraN-DAG + VISTA-NVBase Learner=GraN-DAG, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.01 | 89 | 20 | 947.2 | 14 | |
| SCOREBase Learner=SCORE, Aggregation Scheme=Standalone, n=100, h=52026.01 | 91 | 62 | 3,166.4 | 16 | |
| GraN-DAGBase Learner=GraN-DAG, Aggregation Scheme=Standalone, n=100, h=52026.01 | 94 | 5 | 1,088.6 | 5 | |
| SCORE + VISTA-NVBase Learner=SCORE, Aggregation Scheme=Naive Voting (NV), n=100, h=52026.01 | 95 | 76 | 2,978 | 8 |