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ResearchFormerly WizWand

Behavioral Anomaly Detection on GeoLife

0.7336AUROCTOD4Traj
0.4712080.5393290.607450.675571Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TOD4TrajAnomaly Injection Policy=Combined2026.060.73360.0936
TOD4TrajAnomaly Injection Policy=Inter2026.060.71090.1018
IBADAnomaly Injection Policy=Inter2026.060.70790.1213
TOD4TrajAnomaly Injection Policy=Intra2026.060.65330.0643
IBADAnomaly Injection Policy=Combined2026.060.64040.0938
BeSTADAnomaly Injection Policy=Inter2026.060.62970.1562
Isolation ForestAnomaly Injection Policy=Combined2026.060.62790.0726
GaussianHMMAnomaly Injection Policy=Combined2026.060.62740.0725
Isolation ForestAnomaly Injection Policy=Inter2026.060.61490.0747
BeSTADAnomaly Injection Policy=Combined2026.060.61280.1423
IBADAnomaly Injection Policy=Intra2026.060.59740.0725
GaussianHMMAnomaly Injection Policy=Inter2026.060.59720.0872
DeepSVDDAnomaly Injection Policy=Inter2026.060.59060.0689
TrajGenAgentAnomaly Injection Policy=Intra2026.060.59030.0461
Isolation ForestAnomaly Injection Policy=Intra2026.060.58470.0459
GaussianHMMAnomaly Injection Policy=Intra2026.060.57530.0494
TrajGenAgentAnomaly Injection Policy=Combined2026.060.57510.0568
DeepSVDDAnomaly Injection Policy=Combined2026.060.57490.0718
DeepSVDDAnomaly Injection Policy=Intra2026.060.5670.0442
ICADAnomaly Injection Policy=Combined2026.060.56570.055
OCSVMAnomaly Injection Policy=Inter2026.060.53540.0649
BeSTADAnomaly Injection Policy=Intra2026.060.53080.0443
OCSVMAnomaly Injection Policy=Intra2026.060.53050.0374
OCSVMAnomaly Injection Policy=Combined2026.060.50520.0617
TrajGenAgentAnomaly Injection Policy=Inter2026.060.50260.05
ICADAnomaly Injection Policy=Intra2026.060.48420.0336
ICADAnomaly Injection Policy=Inter2026.060.48130.049