Anomaly Detection on Synthetic Anomaly Dataset holdout_C (test)
57.7AUPRCSMKC-ENS(HYB)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SMKC-ENS(HYB)anomaly rate=0.10, averaging=over tested C values2026.01 | 57.7 | 75.5 | 45.4 | |
| SMKC-Recon(HYB)anomaly rate=0.10, averaging=over tested C values2026.01 | 56.1 | 74.2 | 44.6 | |
| DeepSets-GRU(Set)anomaly rate=0.10, averaging=over tested C values2026.01 | 55.9 | 72.7 | 45 | |
| SetTransformer-GRU(Set)anomaly rate=0.10, averaging=over tested C values2026.01 | 55.9 | 72.7 | 45.3 | |
| RandProj-kNN(SMKC)anomaly rate=0.10, averaging=over tested C values2026.01 | 55.5 | 72.8 | 44.8 | |
| Pad+Mask GRU-AE(Cmax)anomaly rate=0.10, averaging=over tested C values2026.01 | 55.5 | 73.8 | 43.6 | |
| GRU-AE(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 55.5 | 72.9 | 44.2 | |
| AnomalyTransformer(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 53.4 | 72.5 | 40.7 | |
| TS-MAE(gseq)anomaly rate=0.10, averaging=over tested C values2026.01 | 48.4 | 70.7 | 34.1 | |
| StatsPool-kNNanomaly rate=0.10, averaging=over tested C values2026.01 | 33 | 66.8 | 17.7 | |
| MSCRED(Signature)anomaly rate=0.10, averaging=over tested C values2026.01 | 31.9 | 68.4 | 13.2 | |
| IsolationForest(stats)anomaly rate=0.10, averaging=over tested C values2026.01 | 30.7 | 65.4 | 15.4 |