Causal Discovery on SWaT (Runtime)
0.79Runtime (s)VAR (Ref. Only)
Evaluation results
| Method | Links | |
|---|---|---|
| VAR (Ref. Only)Maximum Lag=152026.06 | 0.79 | |
| Our MethodLag=32026.06 | 16.4386 | |
| Our MethodMaximum Lag=152026.06 | 64.29 | |
| cMLPLag=32026.06 | 72.8481 | |
| cRNNLag=32026.06 | 113.8513 | |
| cLSTMLag=32026.06 | 124.4743 | |
| TCDFLag=32026.06 | 386.7287 | |
| TCDFMaximum Lag=152026.06 | 550.15 | |
| PCGCEMaximum Lag=152026.06 | 725.87 | |
| TiMINoMaximum Lag=152026.06 | 770.68 | |
| cMLPMaximum Lag=152026.06 | 836.62 | |
| MVGCMaximum Lag=152026.06 | 3,632.96 | |
| DYNOTEARSMaximum Lag=152026.06 | 4,641.99 | |
| VARLiNGAMMaximum Lag=152026.06 | 5,077.79 | |
| cRNNMaximum Lag=152026.06 | 6,933.72 |