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ResearchFormerly WizWand

Graph Structure Learning on Moving Average (MA) model (p=120) synthetic (test)

91F1 ScoreDTS-FD, log-sum
18.237.15674.9Dec 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.129137.233.4
DTS-FD, log-sumn (sample size)=4096, lambda selection criterion=minimize BIC2025.128648.4—
DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.128169.423.9
DTS-FD, log-sumn (sample size)=2048, lambda selection criterion=minimize BIC2025.127869.9—
DTS-FD, SCADn (sample size)=4096, lambda selection criterion=maximize F1 score2025.1268139.926.8
DTS-FD, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.1263146.411.7
IID, log-sumn (sample size)=4096, lambda selection criterion=maximize F1 score2025.1258105.20.03
DTS-FD, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.1248322.28.9
DTS-FD, SCADn (sample size)=2048, lambda selection criterion=maximize F1 score2025.1248330.522.2
DTS-FD, log-sumn (sample size)=512, lambda selection criterion=minimize BIC2025.1247160.4—
IID, log-sumn (sample size)=2048, lambda selection criterion=maximize F1 score2025.1246136.20.032
DTS-FD, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.1246128.917.4
IID, lasson (sample size)=4096, lambda selection criterion=maximize F1 score2025.12431430.011
IID, lasson (sample size)=2048, lambda selection criterion=maximize F1 score2025.12322200.01
IID, log-sumn (sample size)=512, lambda selection criterion=maximize F1 score2025.1228173.20.04
DTS-FD, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.1225373.57.6
DTS-FD, SCADn (sample size)=512, lambda selection criterion=maximize F1 score2025.1224386.316.5
IID, lasson (sample size)=512, lambda selection criterion=maximize F1 score2025.1221232.20.013