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ResearchFormerly WizWand

Anomaly Detection on PSM

99.6F1 ScoreMutual Info
-8.071219.881947.83575.7881Jul 6, 2023Dec 20, 2023Jun 5, 2024Nov 19, 2024May 6, 2025Oct 20, 2025Apr 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Mutual InfoBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0499.6
THOC2023.0798.54
Anomaly Transformer2023.0797.89
TimesNet2023.0797.47
Stationary Transformer2023.0797.29
Non-stationary TransformerYear=2022c2026.0297.29
LightTS2023.0797.15
Random DropoutBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0496.2
PatchTSTYear=2023b2026.0296.08
PCA-TriageBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0495.9
iTransformerYear=2024b2026.0295.17
MAS4TS2026.0295.04
FITS2023.0793.96
Dlinear2023.0793.55
DLinearYear=20232026.0293.55
AutoformerYear=20212026.0293.29
TiDEYear=20232026.0292.5
ThresholdBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0492.5
ETSformerYear=20222026.0291.76
VarianceBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0490.3
UniformBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.0489.7
IForest2023.0783.48
PyraformerYear=2022b2026.0282.08
Omni Anomaly2023.0780.83
Anomaly TransformerYear=20212026.0279.4
InformerYear=20212026.0277.1
TransformerYear=20172026.0276.07
ReformerYear=20202026.0273.61
OCSVM2023.0770.67
IMP2023.07-3.93