Outlier Detection on WDBC (Group I)
98.43AUROCkNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| kNNAggregation=Average over 5 runs2025.07 | 98.43 | 53.81 | |
| UniODAggregation=Average over 5 runs2025.07 | 98.4 | 57.8 | |
| DTE-NPAggregation=Average over 5 runs2025.07 | 97.97 | 47.17 | |
| ECODAggregation=Average over 5 runs2025.07 | 97.06 | 50.53 | |
| DSVDDAggregation=Average over 5 runs2025.07 | 97 | 53.35 | |
| MetaODAggregation=Average over 5 runs2025.07 | 96.3 | 31.99 | |
| KDEAggregation=Average over 5 runs2025.07 | 95.01 | 25.49 | |
| MLP+TFAggregation=Average over 5 runs2025.07 | 94.86 | 22.88 | |
| DPADAggregation=Average over 5 runs2025.07 | 93.63 | 54.07 | |
| KPCA+MLPAggregation=Average over 5 runs2025.07 | 89.1 | 48.51 | |
| ICLAggregation=Average over 5 runs2025.07 | 86.33 | 9.73 | |
| AEAggregation=Average over 5 runs2025.07 | 84.37 | 16.87 | |
| SLADAggregation=Average over 5 runs2025.07 | 70.2 | 8.61 | |
| NeutralADAggregation=Average over 5 runs2025.07 | 30.17 | 2.02 |