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ResearchFormerly WizWand

Outlier Detection on InternetAds ADBench

69.62AUROCMetaOD
-2.34040816.34162135.0236553.705679Jul 9, 2025
Updated 7mo ago

Evaluation results

MethodLinks
MetaODAggregation=Average over 5 runs2025.0769.6252.5
ECODAggregation=Average over 5 runs2025.0767.750.89
NeutralADAggregation=Average over 5 runs2025.0766.4234.68
DTE-NPAggregation=Average over 5 runs2025.0765.1129.39
SLADAggregation=Average over 5 runs2025.0764.6629.35
UniODAggregation=Average over 5 runs2025.0763.532.8
kNNAggregation=Average over 5 runs2025.0762.3629.76
DSVDDAggregation=Average over 5 runs2025.0762.1829.83
KDEAggregation=Average over 5 runs2025.0761.7923.8
KPCA+MLPAggregation=Average over 5 runs2025.0758.1828.39
MLP+TFAggregation=Average over 5 runs2025.0754.4726.59
DPADAggregation=Average over 5 runs2025.0753.8621.11
AEAggregation=Average over 5 runs2025.0753.7119.33
ICLAggregation=Average over 5 runs2025.0742.7316.07
MetaODhyperparameter tuning=true, cross-validation=true2025.070.69620.525
ECODhyperparameter tuning=true, cross-validation=true2025.070.6770.5089
IFhyperparameter tuning=true, cross-validation=true2025.070.66670.4256
NeutralADhyperparameter tuning=true, cross-validation=true2025.070.66420.3468
DTE-NPhyperparameter tuning=true, cross-validation=true2025.070.65110.2939
SLADhyperparameter tuning=true, cross-validation=true2025.070.64660.2935
UniODhyperparameter tuning=true, cross-validation=true2025.070.6350.328
LOFhyperparameter tuning=true, cross-validation=true2025.070.62550.3428
kNNhyperparameter tuning=true, cross-validation=true2025.070.62360.2976
DSVDDhyperparameter tuning=true, cross-validation=true2025.070.62180.2983
KDEhyperparameter tuning=true, cross-validation=true2025.070.61790.238
OC-SVMhyperparameter tuning=true, cross-validation=true2025.070.61650.2947
KPCA+MLPhyperparameter tuning=true, cross-validation=true2025.070.58180.2839
DPADhyperparameter tuning=true, cross-validation=true2025.070.53860.2111
AEhyperparameter tuning=true, cross-validation=true2025.070.53710.1933
LODAhyperparameter tuning=true, cross-validation=true2025.070.46620.2504
ICLhyperparameter tuning=true, cross-validation=true2025.070.42730.1607