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Outlier Detection on ADBench v1 (train)

0.147ALOI

XGBOD

0.034680.063840.0930.12216Jan 16, 2026
Updated 4d ago

Evaluation Results

MethodLinks
2026.01
0.1470.760.9340.8550.5770.6790.6920.3410.4490.94710.5550.7310.040.1610.9960.4930.6820.710.3480.0390.8220.5010.9870.6820.6920.6140.5150.8470.8050.9940.9940.1010.8290.0850.2520.7430.2690.3430.1520.0450.0270.4340.0780.2470.4590.2390.7220.50.1910.7740.5850.1810.3070.2140.1860.2330.5050.033
2026.01
0.060.4110.450.7860.2380.3020.4920.1940.1350.8730.9020.5050.6620.5970.8390.9980.4850.8220.4080.27610.4250.3810.8590.9520.5740.9420.5560.5720.9540.8560.3320.5420.4640.0310.9090.8140.5030.8650.5510.6980.09710.5940.3920.5910.5020.6310.0620.5770.6530.1450.1770.0540.0510.0540.540.082
2026.01
0.0560.3690.7280.8980.2570.430.5240.1710.0950.0740.9020.5380.6510.9410.850.9970.5160.8940.3330.3850.920.5590.39210.8790.6230.9570.5030.7020.9460.7060.2120.4290.6360.0310.9320.8110.5770.9130.62410.9070.05610.5610.3530.6070.4940.6030.0620.6480.7180.150.1230.0560.0570.0630.5510.059
2026.01
0.0540.3370.3770.9420.2050.2960.8260.2120.0760.9260.9030.4820.690.0340.9410.9970.5340.9460.4040.28410.5420.3730.9410.9870.7350.9450.5160.8160.920.8150.2950.3940.7740.0150.8120.750.6660.6150.5580.9210.6120.09710.5560.410.5990.3680.5320.0610.6070.7830.1280.1930.0610.0630.0530.5430.078
2026.01
0.0490.3750.4370.9650.190.4740.8140.1950.0780.2780.9130.4740.6370.8720.9280.9560.5040.8970.370.45910.5480.25710.9860.7350.970.4890.8370.9510.7190.3870.5450.7770.0160.8850.8120.4930.9490.56110.9140.04610.5470.3520.6230.3910.4930.060.5720.8030.1320.1120.0590.0580.0480.5610.068
2026.01
0.0480.4060.3650.9270.1310.5860.5240.0210.0590.0320.1410.480.2190.660.8560.9980.5370.8270.3230.3740.920.7010.10510.1450.5290.0650.4410.6710.9320.8850.3180.5550.4750.0540.6880.6330.2490.5320.56910.7060.04910.4360.350.350.2650.5110.0560.4550.5710.070.0680.0490.0490.0490.4390.061
2026.01
0.0480.1880.4420.7470.130.2750.3110.0210.0590.0320.0780.4760.1980.5110.9130.9980.4790.8540.3270.3750.9210.6150.09310.1330.3120.0660.4120.5260.3550.1360.3170.5550.4090.0470.250.4330.2830.3510.5270.6670.6380.04910.4370.3420.1870.190.4850.0550.3590.3180.0770.0670.0490.0490.0490.3550.064
2026.01
0.0470.1180.0420.5160.0920.3020.3660.0220.0680.0880.1220.370.2410.0580.3950.2160.4030.5430.240.0730.5320.4250.040.4250.0730.1380.0940.4180.5030.8580.8560.3010.1450.3520.0150.1680.0670.1520.0940.0750.1090.3790.0730.3030.3480.3550.1910.1470.4580.0530.2990.3310.0690.0530.0560.0470.0490.2350.071
2026.01
0.0470.1070.1580.7530.1240.430.3890.0230.0590.0160.110.4680.1240.4650.5390.8820.4030.820.250.3340.7320.5590.0490.3960.130.3110.1020.4220.5420.8250.5920.2120.20.4030.0180.2230.1970.1710.3440.4770.70.4650.0460.5460.3160.3480.2170.180.4470.0540.330.380.0670.0610.050.0490.0450.3110.074
2026.01
0.0460.10.1910.740.1270.1680.3030.0210.0590.0170.0810.4690.0540.2530.8740.2950.4180.8090.3060.3260.4660.6130.0760.6470.0550.2170.0510.4110.520.0880.1750.310.3840.4070.0530.1420.1030.1920.2510.2960.3160.2360.0490.4970.3890.3320.1310.1220.3620.0530.3030.2650.0680.0660.0490.0490.0480.2530.055
2026.01
0.0440.1210.0560.6210.140.3980.4520.030.0510.1120.1340.3830.1930.0330.2920.1640.5420.5740.2130.0650.1820.5260.0360.2680.0630.2420.0850.4510.6470.3980.8910.240.1450.5660.020.1210.0970.1440.1130.0750.1480.3380.0740.1520.3130.3450.2540.1570.2480.0540.2480.4960.0630.0660.050.0560.0490.2290.066
2026.01
0.0440.1510.0670.6940.0940.2960.6040.0250.0580.0360.0920.3680.2540.0340.4860.3110.4270.5470.1860.0750.4860.5420.0530.4360.0550.2310.1760.4370.5040.1980.5870.2330.1450.3920.0150.1790.0490.1870.0780.0680.260.3790.080.5260.2910.3420.3060.1230.3160.0550.260.4980.0850.0620.050.0530.050.2390.083
2026.01
0.0440.2170.3890.9610.2330.3980.80.1610.2040.5050.9790.5430.3590.2750.9260.5830.5360.9040.5160.2020.5850.5260.2510.9830.8980.6560.8380.5660.8820.9260.6310.5950.1450.8050.030.520.5680.3190.6020.4230.4630.5440.1060.4070.5110.3760.3960.2890.4090.0560.5580.6870.1140.1070.0510.0650.0590.4680.105
2026.01
0.0440.140.2710.8610.140.4740.5720.0230.0470.0110.1620.3940.1040.4380.6320.7370.4790.7620.2220.3070.7720.5480.0720.4290.0470.3320.1080.4430.710.1970.5780.3440.2020.4720.0160.2870.1750.1380.3230.4740.6040.4660.0460.5370.3410.3430.3460.1560.3640.0540.2970.6120.0710.0640.0480.0540.0460.3150.078
2026.01
0.0430.1990.070.6060.1460.4220.5190.0620.0480.040.1730.3380.2250.0340.2650.4960.3380.5340.1730.0630.2720.4920.0360.3960.0810.2170.0370.4590.6810.1980.7450.2840.2250.5390.0190.1050.1310.1520.0560.1040.2840.3670.090.3030.2960.3240.1660.1230.2590.0530.2530.360.0630.0560.050.0470.0420.2310.089
2026.01
0.0420.1850.0840.8720.1320.5620.5830.0360.0450.0090.1330.3830.0490.2820.4370.4230.5380.8010.2020.2520.4390.6130.0430.5010.0390.2980.0590.470.7250.5940.5110.2330.1970.540.0180.210.2080.1550.2480.4360.3340.350.0470.2460.3230.3160.3070.1960.2710.0530.2590.5530.0640.0670.0480.0550.0480.2830.071
2026.01
0.0420.4340.7730.9430.3090.8440.6910.1320.4770.6130.990.4720.660.1350.7040.4610.7470.7210.4950.1330.8480.7790.6290.9860.8980.7210.4030.6350.7480.9380.970.7270.1430.790.0370.60.5880.2430.8440.2120.4990.7940.0980.9740.3930.360.6740.8070.5330.1150.5270.7370.3720.5570.3480.4230.490.5650.062
2026.01
0.0410.2610.3420.9470.2050.4220.7310.1370.0620.7710.7550.4830.2190.0340.8090.9970.5730.8730.2560.2740.7070.4920.2110.9740.9860.720.5360.5270.8610.9220.7720.2840.2280.7950.0260.6230.7420.5930.7460.6110.4670.1550.9850.5460.3790.3780.3560.4920.0570.4620.6570.120.1030.0530.0540.0470.4890.098
2026.01
0.0390.2610.2540.9490.1730.5620.7810.1210.230.0820.9220.5080.190.3210.9430.660.5550.8730.3690.2790.550.6130.2390.9280.7080.6490.8490.4930.8960.8770.6870.4280.1970.7730.0360.4310.5490.2990.6460.4850.5220.3310.0750.4220.4220.3870.3750.3090.3660.0560.5360.6310.1090.1050.0550.0670.060.4430.1