Table 3.
Average running time (in seconds)
| Dataset | LoPAD | ALSO | MBOM | COMBN | iForest | LOF |
|---|---|---|---|---|---|---|
| MAGIC-NIAB | 12.8 | 35.5 | 28.4 | 2.5 | 1.2 | 1.7 |
| ECOLI70 | 12.7 | 33.6 | 23.8 | 2.3 | 1.2 | 1.5 |
| MAGIC-IRRI | 14.7 | 61.4 | 41.4 | 5.5 | 1.5 | 2.0 |
| ARTH150 | 20.0 | 164.8 | 68.9 | 10.0 | 2.1 | 2.7 |
| Breast cancer | 0.7 | 1.3 | 0.3 | 0.01 | 0.37 | 0.04 |
| Wine | 9.2 | 14.0 | 5.3 | 0.3 | 0.6 | 0.5 |
| Biodegradation | 4.8 | 7.6 | 1.6 | 0.6 | 0.39 | 0.04 |
| Bank | 14.3 | 23.4 | 18.6 | 7.9 | 1.0 | 0.8 |
| Spambase | 11.9 | 24.5 | 13.9 | 3.2 | 0.8 | 0.4 |
| AID362 | 116.6 | 123.3 | 160.3 | 591.9 | 2.1 | 1.7 |
| Backdoor | 907.0 | 1148.8 | 1136.8 | - | 167.3 | 11.1 |
| calTech16 | 53.4 | 52.7 | 54.9 | 558.0 | 0.8 | 0.1 |
| Census | 2582.1 | 6041 | 4810.5 | - | 382.3 | 313.8 |
| Secom | 75.1 | 454.8 | 133.8 | 1679.3 | 2.3 | 0.9 |
| Arrhythmia | 375.6 | 150.0 | 370.9 | - | 0.84 | 0.09 |
| Mnist | 366.4 | 267.4 | 389.1 | - | 1.9 | 0.4 |
| Ads | 2265.0 | 2437.4 | 2486.3 | - | 53.7 | 4.7 |
| Average | 402.5 | 649.5 | 573.2 | 238.4 | 36.5 | 20.1 |