Anomaly Detection on TELCO
30Pointwise F1C-MTAD-GAT
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| C-MTAD-GATFeature=T6, GT=107, pi_f=0.0042026.05 | 30 | — | — | — | — | — | — | — | — | — | 33 | |
| β-MTAD-GATFeature=T5, GT=106, pi_f=0.0042026.05 | 29.9 | — | — | — | — | — | — | — | — | — | 28 | |
| DC-VAEFeature=T5, GT=106, pi_f=0.0042026.05 | 28.4 | — | — | — | — | — | — | — | — | — | 35 | |
| C-MTAD-GATFeature=T5, GT=106, pi_f=0.0042026.05 | 26.8 | — | — | — | — | — | — | — | — | — | 43 | |
| β-MTAD-GATFeature=T6, GT=107, pi_f=0.0042026.05 | 26.2 | — | — | — | — | — | — | — | — | — | 23 | |
| DC-VAEFeature=T6, GT=107, pi_f=0.0042026.05 | 25.1 | — | — | — | — | — | — | — | — | — | 60 | |
| MTAD-GATFeature=T5, GT=106, pi_f=0.0042026.05 | 18.6 | — | — | — | — | — | — | — | — | — | 12 | |
| DC-VAEFeature=T4, GT=179, pi_f=0.0072026.05 | 16.5 | — | — | — | — | — | — | — | — | — | 99 | |
| C-MTAD-GATFeature=T8, GT=237, pi_f=0.0092026.05 | 16.4 | — | — | — | — | — | — | — | — | — | 55 | |
| β-MTAD-GATFeature=T8, GT=237, pi_f=0.0092026.05 | 15.9 | — | — | — | — | — | — | — | — | — | 40 | |
| C-MTAD-GATFeature=T4, GT=179, pi_f=0.0072026.05 | 15.6 | — | — | — | — | — | — | — | — | — | 91 | |
| DC-VAEFeature=T8, GT=237, pi_f=0.0092026.05 | 15.6 | — | — | — | — | — | — | — | — | — | 70 | |
| β-MTAD-GATFeature=T4, GT=179, pi_f=0.0072026.05 | 15.4 | — | — | — | — | — | — | — | — | — | 80 | |
| C-MTAD-GATFeature=T2, GT=501, pi_f=0.0202026.05 | 14.3 | — | — | — | — | — | — | — | — | — | 46 | |
| β-MTAD-GATFeature=T7, GT=235, pi_f=0.0092026.05 | 11.9 | — | — | — | — | — | — | — | — | — | 102 | |
| C-MTAD-GATFeature=T7, GT=235, pi_f=0.0092026.05 | 11.5 | — | — | — | — | — | — | — | — | — | 129 | |
| DC-VAEFeature=T2, GT=501, pi_f=0.0202026.05 | 11.5 | — | — | — | — | — | — | — | — | — | 107 | |
| DC-VAEFeature=T7, GT=235, pi_f=0.0092026.05 | 10.3 | — | — | — | — | — | — | — | — | — | 231 | |
| MTAD-GATFeature=T11, GT=21, pi_f=0.0012026.05 | 8.3 | — | — | — | — | — | — | — | — | — | 51 | |
| DC-VAEFeature=T11, GT=21, pi_f=0.0012026.05 | 6.3 | — | — | — | — | — | — | — | — | — | 171 | |
| DC-VAEFeature=T1, GT=412, pi_f=0.0162026.05 | 5.5 | — | — | — | — | — | — | — | — | — | 21 | |
| MTAD-GATFeature=T4, GT=179, pi_f=0.0072026.05 | 5.2 | — | — | — | — | — | — | — | — | — | 14 | |
| C-MTAD-GATFeature=T11, GT=21, pi_f=0.0012026.05 | 4.3 | — | — | — | — | — | — | — | — | — | 210 | |
| DC-VAEFeature=T9, GT=561, pi_f=0.0222026.05 | 3.6 | — | — | — | — | — | — | — | — | — | 447 | |
| C-MTAD-GATFeature=T12, GT=15, pi_f=0.0012026.05 | 3.5 | — | — | — | — | — | — | — | — | — | 158 | |
| β-MTAD-GATFeature=T9, GT=561, pi_f=0.0222026.05 | 3.3 | — | — | — | — | — | — | — | — | — | 479 | |
| C-MTAD-GATFeature=T9, GT=561, pi_f=0.0222026.05 | 3 | — | — | — | — | — | — | — | — | — | 453 | |
| β-MTAD-GATFeature=T11, GT=21, pi_f=0.0012026.05 | 3 | — | — | — | — | — | — | — | — | — | 177 | |
| C-MTAD-GATFeature=T1, GT=412, pi_f=0.0162026.05 | 2.9 | — | — | — | — | — | — | — | — | — | 7 | |
| C-MTAD-GATFeature=T10, GT=489, pi_f=0.0192026.05 | 2.7 | — | — | — | — | — | — | — | — | — | 93 | |
| MTAD-GATFeature=T3, GT=138, pi_f=0.0052026.05 | 2.5 | — | — | — | — | — | — | — | — | — | 25 | |
| MTAD-GATFeature=T7, GT=235, pi_f=0.0092026.05 | 2.5 | — | — | — | — | — | — | — | — | — | 4 | |
| β-MTAD-GATFeature=T10, GT=489, pi_f=0.0192026.05 | 2.4 | — | — | — | — | — | — | — | — | — | 90 | |
| MTAD-GATFeature=T9, GT=561, pi_f=0.0222026.05 | 2.4 | — | — | — | — | — | — | — | — | — | 341 | |
| β-MTAD-GATFeature=T3, GT=138, pi_f=0.0052026.05 | 2.1 | — | — | — | — | — | — | — | — | — | 53 | |
| DC-VAEFeature=T3, GT=138, pi_f=0.0052026.05 | 2 | — | — | — | — | — | — | — | — | — | 58 | |
| C-MTAD-GATFeature=T3, GT=138, pi_f=0.0052026.05 | 1.9 | — | — | — | — | — | — | — | — | — | 71 | |
| MTAD-GATFeature=T6, GT=107, pi_f=0.0042026.05 | 1.9 | — | — | — | — | — | — | — | — | — | 1 | |
| β-MTAD-GATFeature=T2, GT=501, pi_f=0.0202026.05 | 1.6 | — | — | — | — | — | — | — | — | — | 4 | |
| β-MTAD-GATFeature=T1, GT=412, pi_f=0.0162026.05 | 1 | — | — | — | — | — | — | — | — | — | 2 | |
| DC-VAEFeature=T10, GT=489, pi_f=0.0192026.05 | 1 | — | — | — | — | — | — | — | — | — | 91 | |
| MTAD-GATFeature=T8, GT=237, pi_f=0.0092026.05 | 0.8 | — | — | — | — | — | — | — | — | — | 1 | |
| β-MTAD-GATFeature=T12, GT=15, pi_f=0.0012026.05 | 0 | — | — | — | — | — | — | — | — | — | 131 | |
| MTAD-GATFeature=T1, GT=412, pi_f=0.0162026.05 | 0 | — | — | — | — | — | — | — | — | — | 0 | |
| MTAD-GATFeature=T2, GT=501, pi_f=0.0202026.05 | 0 | — | — | — | — | — | — | — | — | — | 0 | |
| MTAD-GATFeature=T10, GT=489, pi_f=0.0192026.05 | 0 | — | — | — | — | — | — | — | — | — | 9 | |
| MTAD-GATFeature=T12, GT=15, pi_f=0.0012026.05 | 0 | — | — | — | — | — | — | — | — | — | 18 | |
| DC-VAEFeature=T12, GT=15, pi_f=0.0012026.05 | 0 | — | — | — | — | — | — | — | — | — | 92 | |
| C-MTAD-GAT2026.04 | — | 70.7 | 67.3 | 69 | 78.1 | 54.4 | 64.1 | 58.2 | 77.6 | 66.5 | — | |
| C-MTAD-GAT2026.05 | — | 70.7 | 67.3 | 69 | 78.1 | 54.4 | 64.1 | 58.2 | 77.6 | 66.5 | — | |
| C-MTAD-GAT2026.05 | — | 31.9 | 10.7 | 16 | 13.3 | 6.2 | 8.4 | 11.7 | 11.5 | 11.6 | — | |
| DC-VAE2026.04 | — | 64.4 | 68.2 | 66.3 | 69.4 | 58.9 | 63.7 | 56.1 | 79.8 | 65.9 | — | |
| DC-VAE2026.05 | — | 64.4 | 68.2 | 66.3 | 69.4 | 58.9 | 63.7 | 56.1 | 79.8 | 65.9 | — | |
| DC-VAE2026.05 | — | 22 | 9.6 | 13.4 | 12.7 | 6.3 | 8.4 | 10.3 | 11 | 10.7 | — | |
| MTAD-GAT2026.04 | — | 58.9 | 33.9 | 43 | 41.2 | 20.1 | 27 | 60.1 | 44.6 | 51.2 | — | |
| MTAD-GAT2026.05 | — | 58.9 | 33.9 | 43 | 41.2 | 20.1 | 27 | 60.1 | 44.6 | 51.2 | — | |
| MTAD-GAT2026.05 | — | 35 | 2.8 | 5.2 | 7.8 | 1.2 | 2.1 | 11.2 | 4.2 | 6.1 | — | |
| Random2026.05 | — | 1 | 1 | 1 | 1.5 | 1.5 | 1.5 | 4.7 | 11.3 | 6.7 | — | |
| β-MTAD-GATbeta=0.22026.04 | — | 71.6 | 59.1 | 64.7 | 79.3 | 42 | 54.9 | 54.9 | 67.4 | 60.5 | — | |
| β-MTAD-GAT2026.05 | — | 71.6 | 59.1 | 64.7 | 79.3 | 42 | 54.9 | 54.9 | 67.4 | 60.5 | — | |
| β-MTAD-GAT2026.05 | — | 38.5 | 7.1 | 12 | 11.1 | 4.5 | 6.4 | 9.7 | 8.1 | 8.8 | — |