Early Anomaly Detection on PSML multimodal dataset 10% noise (test)
79Accuracy (Acc)MS-SVDD-ω9
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MS-SVDD-ω9Strat=AND, Evaluation Protocol=Non-linear2025.02 | 79 | 89 | 68 | 74 | 78 | 11.878 | 1.488 | 4.1 | 38 | 62 | 59 | |
| MS-SVDD-ω7Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 78 | 94 | 63 | 72 | 77 | 3.867 | 0.755 | 3.5 | 42 | 58 | 65 | |
| MS-SVDD-ω8Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 77 | 93 | 62 | 71 | 76 | 14.704 | 0.849 | 3.5 | 32 | 68 | 65 | |
| MS-SVDD-ω3Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 73 | 93 | 52 | 66 | 70 | 5.04 | 0.509 | 1.1 | 64 | 36 | 89 | |
| MS-SVDD-ω5Strat=AND, Evaluation Protocol=Non-linear2025.02 | 72 | 89 | 54 | 66 | 70 | 3.125 | 0.378 | 1.6 | 62 | 38 | 84 | |
| MS-SVDD-ω1Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 71 | 95 | 47 | 64 | 67 | 2.772 | 0.765 | 0.9 | 62 | 38 | 91 | |
| MS-SVDD-ω4Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 70 | 96 | 44 | 63 | 65 | 3.889 | 0.509 | 1.1 | 66 | 34 | 89 | |
| MS-SVDD-ω6Strat=UNI1, Evaluation Protocol=Non-linear2025.02 | 70 | 94 | 45 | 63 | 65 | 5.989 | 0.522 | 1.1 | 64 | 36 | 89 | |
| MS-SVDD-ω0Strat=AND, Evaluation Protocol=Non-linear2025.02 | 67 | 88 | 46 | 62 | 64 | 3.477 | 0.597 | 1.3 | 72 | 28 | 87 | |
| MS-SVDD-ω2Strat=AND, Evaluation Protocol=Non-linear2025.02 | 67 | 90 | 45 | 62 | 63 | 4.528 | 0.773 | 1.5 | 76 | 24 | 85 | |
| CCSSVDDStrat=AND, Evaluation Protocol=Non-linear2025.02 | 53 | 84 | 23 | 52 | 44 | 60.956 | 1.423 | 2.8 | 90 | 10 | 72 | |
| CCSSVDDStrat=UNI1, Evaluation Protocol=Linear2025.02 | 52 | 92 | 11 | 51 | 32 | 38.951 | 0.011 | — | 100 | 0 | 0 | |
| OCSVMEvaluation Protocol=Non-linear2025.02 | 50 | 100 | 0 | 50 | 0 | 0.991 | 0.152 | 9.2 | 94 | 6 | 8 | |
| MS-SVDD-ω9Strat=UNI1, Evaluation Protocol=Linear2025.02 | 49 | 85 | 12 | 49 | 32 | 8.035 | 0.027 | — | 100 | 0 | 0 | |
| OCSVMEvaluation Protocol=Linear2025.02 | 48 | 83 | 14 | 49 | 34 | 0.003 | 0.002 | — | 100 | 0 | 0 | |
| MS-SVDD-ω1Strat=UNI1, Evaluation Protocol=Linear2025.02 | 48 | 83 | 12 | 49 | 32 | 0.482 | 0.01 | — | 100 | 0 | 0 | |
| MS-SVDD-ω4Strat=UNI1, Evaluation Protocol=Linear2025.02 | 48 | 83 | 13 | 49 | 33 | 0.425 | 0.01 | — | 100 | 0 | 0 | |
| MS-SVDD-ω7Strat=UNI1, Evaluation Protocol=Linear2025.02 | 48 | 85 | 12 | 49 | 32 | 0.849 | 0.007 | — | 100 | 0 | 0 | |
| MS-SVDD-ω8Strat=UNI1, Evaluation Protocol=Linear2025.02 | 48 | 85 | 10 | 49 | 29 | 9.58 | 0.012 | — | 100 | 0 | 0 | |
| MS-SVDD-ω0Strat=AND, Evaluation Protocol=Linear2025.02 | 41 | 71 | 11 | 44 | 28 | 0.124 | 0.003 | — | 100 | 0 | 0 | |
| MS-SVDD-ω2Strat=AND, Evaluation Protocol=Linear2025.02 | 41 | 72 | 11 | 45 | 28 | 0.456 | 0.011 | — | 100 | 0 | 0 | |
| MS-SVDD-ω3Strat=AND, Evaluation Protocol=Linear2025.02 | 41 | 71 | 11 | 44 | 28 | 0.249 | 0.007 | — | 100 | 0 | 0 | |
| MS-SVDD-ω5Strat=AND, Evaluation Protocol=Linear2025.02 | 41 | 72 | 11 | 45 | 28 | 0.406 | 0.01 | — | 100 | 0 | 0 | |
| MS-SVDD-ω6Strat=AND, Evaluation Protocol=Linear2025.02 | 41 | 71 | 11 | 44 | 28 | 1.071 | 0.007 | — | 100 | 0 | 0 |