Graph Structure Learning on Autoregressive (AR) model p=120 synthetic (test)
82F1 ScoreDTS-FD, log-sum
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 82 | 50.4 | 28.3 | |
| DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 79 | 55.6 | 24.6 | |
| DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=minimize BIC2025.12 | 79 | 57.1 | — | |
| DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=minimize BIC2025.12 | 75 | 60.9 | — | |
| DTS-FD, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 69 | 98.7 | 17.5 | |
| DTS-FD, SCADn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 69 | 99 | 35.6 | |
| DTS-FD, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 65 | 100 | 16.1 | |
| DTS-FD, SCADn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 65 | 100.2 | 33.8 | |
| IID, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 62 | 94 | 0.026 | |
| IID, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.12 | 54 | 132.1 | 0.009 | |
| DTS-FD, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 54 | 125 | 21.2 | |
| IID, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 53 | 112.6 | 0.028 | |
| DTS-FD, log-sumn (sample size)=512, lambda selection criterion=minimize BIC2025.12 | 51 | 183.7 | — | |
| IID, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.12 | 46 | 157.8 | 0.008 | |
| DTS-FD, SCADn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 41 | 203.4 | 26.2 | |
| DTS-FD, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 40 | 203.1 | 12.6 | |
| IID, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 32 | 153.3 | 0.034 | |
| IID, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.12 | 25 | 191.6 | 0.01 |