Unsupervised Outlier Model Selection on 39 tabular benchmark datasets
68.77APGreedy Oracle
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Greedy OracleEns Size=102026.05 | 68.77 | 1 | 89.68 | 65.04 | 69.06 | |
| MetaEnsEns Size=2.22026.05 | 43.08 | 59.3 | 78.67 | 40.42 | 46.81 | |
| ELECT (Top-10)Ens Size=102026.05 | 41.17 | 83.2 | 77.85 | 38.56 | 45.46 | |
| ELECT (Top-1)Ens Size=12026.05 | 40.69 | 85.8 | 77.34 | 38.61 | 45.19 | |
| MetaODEns Size=12026.05 | 39.89 | 101 | 75.47 | 37.46 | 43.92 | |
| ELECT+RandomEns Size=102026.05 | 39.81 | 102.2 | 77.19 | 37.78 | 44.49 | |
| Mega EnsembleEns Size=2972026.05 | 39.7 | 100 | 77.37 | 37.82 | 44.43 | |
| IForestEns Size=2002026.05 | 38.58 | 117 | 76.99 | 36.19 | 43.37 | |
| Global BestEns Size=12026.05 | 37.87 | 122.7 | 75.83 | 35.93 | 42.66 | |
| Random EnsembleEns Size=32026.05 | 37.59 | 124.3 | 74.77 | 36.08 | 42.9 | |
| LOFEns Size=12026.05 | 35.13 | 120.1 | 74.39 | 32.97 | 41.69 | |
| SingletonEns Size=12026.05 | 34.95 | 147.9 | 70.81 | 33.04 | 40.75 | |
| LSCPEns Size=12026.05 | 34.84 | 124.3 | 75.6 | 34.41 | 42.51 | |
| RandNetEns Size=202026.05 | 34.6 | 170.6 | 68.65 | 31.89 | 39.27 | |
| DTE-CEns Size=12026.05 | 31.44 | 199.7 | 74.69 | 30.83 | 39.71 | |
| ROBODEns Size=12026.05 | 31.35 | 208 | 66.65 | 29.73 | 36.21 | |
| LUNAREns Size=12026.05 | 30.24 | 172 | 65.66 | 30.26 | 37.45 | |
| DAGMMEns Size=12026.05 | 29.58 | 221.6 | 66.76 | 30.13 | 36.81 | |
| TCCMEns Size=12026.05 | 29.29 | 188.3 | 67.45 | 28.34 | 36.9 | |
| RDAEns Size=12026.05 | 27.42 | 211.9 | 70.63 | 27.21 | 35.15 | |
| DeepSVDDEns Size=12026.05 | 20.73 | 247.5 | 59.05 | 21.16 | 29.68 |