Gene Regulatory Network Inference on SIM350 5% noise (test)
96SparsitySparseFlow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SparseFlowStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 96 | 70.9 | |
| DASHStrategy category=Pruning-based (explicit), Prior-informed=true2024.03 | 94.6 | 90.7 | |
| DSTStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 92.8 | 71.9 | |
| PINN + MPStrategy category=Hybrid, Prior-informed=true2024.03 | 87 | 82.4 | |
| BioPruneStrategy category=Pruning-based (explicit), Prior-informed=true2024.03 | 83.5 | 87.3 | |
| IMPStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 81.9 | 61.7 | |
| Iter. SynFlowStrategy category=Pruning-based (explicit), Prior-informed=false2024.03 | 79.3 | 58.4 | |
| PathRegStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 56.5 | 61.9 | |
| L0Strategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 33.8 | 55 | |
| PINNStrategy category=Penalty-based (implicit), Prior-informed=true2024.03 | 9.9 | 58.6 | |
| None/BaselineStrategy category=None, Prior-informed=false2024.03 | 7.5 | 51.8 | |
| C-NODEStrategy category=Penalty-based (implicit), Prior-informed=false2024.03 | 6.2 | 55.9 |