Graph Structure Learning on Moving Average (MA) model (p=120) synthetic (test)
91F1 ScoreDTS-FD, log-sum
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 91 | 37.2 | 33.4 | |
| DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=minimize BIC2025.12 | 86 | 48.4 | — | |
| DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 81 | 69.4 | 23.9 | |
| DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=minimize BIC2025.12 | 78 | 69.9 | — | |
| DTS-FD, SCADn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 68 | 139.9 | 26.8 | |
| DTS-FD, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 63 | 146.4 | 11.7 | |
| IID, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 58 | 105.2 | 0.03 | |
| DTS-FD, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 48 | 322.2 | 8.9 | |
| DTS-FD, SCADn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 48 | 330.5 | 22.2 | |
| DTS-FD, log-sumn (sample size)=512, lambda selection criterion=minimize BIC2025.12 | 47 | 160.4 | — | |
| IID, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 46 | 136.2 | 0.032 | |
| DTS-FD, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 46 | 128.9 | 17.4 | |
| IID, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 43 | 143 | 0.011 | |
| IID, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 32 | 220 | 0.01 | |
| IID, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 28 | 173.2 | 0.04 | |
| DTS-FD, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 25 | 373.5 | 7.6 | |
| DTS-FD, SCADn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 24 | 386.3 | 16.5 | |
| IID, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 21 | 232.2 | 0.013 |