Anomaly Detection on Multimodal smart grid dataset 0% noise (test)
80AccuracyMS-SVDD-ω2
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MS-SVDD-ω2Strat=UNI1, Kernel Type=Non-linear2025.02 | 80 | 95 | 65 | 73 | 79 | 5.856 | 0.424 | 1.4 | 0.12 | 88 | 86 | |
| MS-SVDD-ω4Strat=AND, Kernel Type=Non-linear2025.02 | 80 | 84 | 76 | 78 | 80 | 3.374 | 0.279 | 2 | 0.08 | 92 | 80 | |
| MS-SVDD-ω8Strat=UNI1, Kernel Type=Non-linear2025.02 | 80 | 95 | 65 | 73 | 78 | 13.57 | 1.313 | 1.5 | 0.14 | 86 | 85 | |
| MS-SVDD-ω9Strat=AND, Kernel Type=Non-linear2025.02 | 79 | 84 | 74 | 77 | 79 | 11.806 | 0.876 | 6.4 | 0.1 | 90 | 36 | |
| MS-SVDD-ω6Strat=UNI1, Kernel Type=Non-linear2025.02 | 77 | 93 | 61 | 71 | 75 | 5.827 | 0.387 | 1.5 | 0.16 | 84 | 85 | |
| MS-SVDD-ω7Strat=AND, Kernel Type=Non-linear2025.02 | 77 | 85 | 70 | 74 | 77 | 3.666 | 0.395 | 2.3 | 0.08 | 92 | 77 | |
| MS-SVDD-ω0Strat=UNI1, Kernel Type=Non-linear2025.02 | 76 | 93 | 58 | 69 | 74 | 2.303 | 0.476 | 0.3 | 0.3 | 70 | 97 | |
| MS-SVDD-ω1Strat=UNI1, Kernel Type=Non-linear2025.02 | 76 | 93 | 58 | 69 | 74 | 2.868 | 0.385 | 0.4 | 0.26 | 74 | 96 | |
| MS-SVDD-ω3Strat=UNI1, Kernel Type=Non-linear2025.02 | 76 | 93 | 59 | 69 | 74 | 8.064 | 0.43 | 0.3 | 0.26 | 74 | 97 | |
| MS-SVDD-ω5Strat=AND, Kernel Type=Non-linear2025.02 | 76 | 85 | 66 | 72 | 75 | 3.399 | 0.526 | 1.7 | 0.12 | 88 | 83 | |
| OCSVMStrat=-, Kernel Type=Non-linear2025.02 | 72 | 99 | 44 | 64 | 66 | 0.915 | 0.346 | 0.7 | 0.4 | 60 | 93 | |
| CCSSVDDStrat=AND, Kernel Type=Non-linear2025.02 | 67 | 85 | 49 | 63 | 65 | 55.58 | 0.652 | 3.4 | 0.38 | 62 | 66 | |
| CCSSVDDStrat=UNI1, Kernel Type=Linear2025.02 | 49 | 90 | 9 | 50 | 29 | 47.158 | 0.011 | — | 1 | 0 | 0 | |
| MS-SVDD-ω1Strat=UNI1, Kernel Type=Linear2025.02 | 48 | 84 | 12 | 49 | 32 | 0.336 | 0.011 | — | 1 | 0 | 0 | |
| MS-SVDD-ω3Strat=UNI1, Kernel Type=Linear2025.02 | 48 | 88 | 7 | 49 | 25 | 0.491 | 0.012 | — | 1 | 0 | 0 | |
| MS-SVDD-ω9Strat=UNI1, Kernel Type=Linear2025.02 | 48 | 84 | 12 | 49 | 32 | 8.237 | 0.024 | — | 1 | 0 | 0 | |
| MS-SVDD-ω2Strat=UNI1, Kernel Type=Linear2025.02 | 47 | 84 | 10 | 48 | 29 | 0.403 | 0.01 | — | 1 | 0 | 0 | |
| MS-SVDD-ω7Strat=UNI1, Kernel Type=Linear2025.02 | 47 | 84 | 11 | 48 | 30 | 1.049 | 0.022 | — | 1 | 0 | 0 | |
| MS-SVDD-ω8Strat=UNI1, Kernel Type=Linear2025.02 | 47 | 85 | 9 | 48 | 28 | 10.258 | 0.005 | — | 1 | 0 | 0 | |
| OCSVMStrat=-, Kernel Type=Linear2025.02 | 46 | 80 | 12 | 47 | 30 | 0.002 | 0.001 | — | 1 | 0 | 0 | |
| MS-SVDD-ω4Strat=UNI1, Kernel Type=Linear2025.02 | 46 | 85 | 7 | 48 | 25 | 0.328 | 0.008 | — | 1 | 0 | 0 | |
| MS-SVDD-ω5Strat=UNI1, Kernel Type=Linear2025.02 | 45 | 77 | 13 | 47 | 31 | 0.445 | 0.01 | — | 1 | 0 | 0 | |
| MS-SVDD-ω0Strat=AND, Kernel Type=Linear2025.02 | 40 | 71 | 10 | 44 | 26 | 0.177 | 0.004 | — | 1 | 0 | 0 | |
| MS-SVDD-ω6Strat=AND, Kernel Type=Linear2025.02 | 40 | 71 | 10 | 44 | 26 | 1.075 | 0.01 | — | 1 | 0 | 0 |