List your company
ResearchFormerly WizWand

Anomaly Detection on Real-world datasets

0.921AUCROCGT
0.600680.683840.7670.85016Sep 27, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GTna=20, Strategy=Ground Truth2023.090.921
GTna=10, Strategy=Ground Truth2023.090.912
GTna=5, Strategy=Ground Truth2023.090.902
ADGym (ML-ensemble)na=20, Algorithm=CatBoost2023.090.872
ADGym (ML-single)na=20, Algorithm=CatBoost2023.090.869
ADGym (ML-ensemble)na=20, Algorithm=XGBoost2023.090.869
ADGym (DL-ensemble)na=20, Meta-feature=2-stage, Meta-predictor=MLP2023.090.865
ADGym (ML-single)na=20, Algorithm=XGBoost2023.090.861
ADGym (DL-single)na=20, Meta-feature=2-stage, Meta-predictor=MLP2023.090.859
ADGym (DL-ensemble)na=20, Meta-feature=end2end, Meta-predictor=MLP2023.090.857
ADGym (DL-single)na=20, Meta-feature=end2end, Meta-predictor=MLP2023.090.85
ADGym (ML-ensemble)na=10, Algorithm=XGBoost2023.090.849
ADGym (ML-ensemble)na=10, Algorithm=CatBoost2023.090.847
ADGym (DL-ensemble)na=10, Meta-feature=2-stage, Meta-predictor=MLP2023.090.843
ADGym (ML-single)na=10, Algorithm=CatBoost2023.090.839
ADGym (DL-ensemble)na=10, Meta-feature=end2end, Meta-predictor=MLP2023.090.837
ADGym (DL-single)na=10, Meta-feature=2-stage, Meta-predictor=MLP2023.090.836
ADGym (ML-single)na=10, Algorithm=XGBoost2023.090.836
ADGym (DL-single)na=10, Meta-feature=end2end, Meta-predictor=MLP2023.090.833
ADGym (ML-ensemble)na=5, Algorithm=CatBoost2023.090.821
ADGym (ML-ensemble)na=5, Algorithm=XGBoost2023.090.815
ADGym (DL-ensemble)na=5, Meta-feature=2-stage, Meta-predictor=MLP2023.090.813
ADGym (DL-ensemble)na=5, Meta-feature=end2end, Meta-predictor=MLP2023.090.813
ADGym (DL-single)na=5, Meta-feature=end2end, Meta-predictor=MLP2023.090.811
ADGym (ML-single)na=5, Algorithm=CatBoost2023.090.804
ADGym (ML-single)na=5, Algorithm=XGBoost2023.090.802
ADGym (DL-single)na=5, Meta-feature=2-stage, Meta-predictor=MLP2023.090.8
RSna=20, Strategy=Random Selection2023.090.777
RSna=10, Strategy=Random Selection2023.090.757
SSna=20, Strategy=Supervised Selection2023.090.747
RSna=5, Strategy=Random Selection2023.090.735
SSna=10, Strategy=Supervised Selection2023.090.696
SSna=5, Strategy=Supervised Selection2023.090.613