Binary Classification on COMPAS
66.62AccuracyLR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LR95% CI=[0.6629, 0.6695], SD=0.0142026.04 | 66.62 | — | — | |
| LR + CAFP95% CI=[0.6627, 0.6679], SD=0.0132026.04 | 66.53 | — | — | |
| XGB95% CI=[0.6597, 0.6647], SD=0.0122026.04 | 66.22 | — | — | |
| RF95% CI=[0.6589, 0.6644], SD=0.0142026.04 | 66.16 | — | — | |
| XGB + CAFP95% CI=[0.6533, 0.6584], SD=0.0132026.04 | 65.59 | — | — | |
| RF + CAFP95% CI=[0.6526, 0.6582], SD=0.0142026.04 | 65.54 | — | — | |
| LR + R. O.95% CI=[0.6506, 0.6572], SD=0.0172026.04 | 65.39 | — | — | |
| XGB + R. O.95% CI=[0.6503, 0.6560], SD=0.0142026.04 | 65.31 | — | — | |
| RF + R. O.95% CI=[0.6472, 0.6531], SD=0.0152026.04 | 65.02 | — | — | |
| Real datasource=Original2026.02 | 63.5 | — | 62.5 | |
| AIM-L2epsilon=infinity2026.02 | 62.5 | 0.014 | 61 | |
| FHAIM-L2epsilon=infinity2026.02 | 62.5 | 0.014 | 61 | |
| AIM-L1epsilon=12026.02 | 62.5 | 0.019 | 62.8 | |
| XGB + Eq.Odds95% CI=[0.6199, 0.6288], SD=0.0222026.04 | 62.43 | — | — | |
| RF + Eq.Odds95% CI=[0.6176, 0.6274], SD=0.0252026.04 | 62.25 | — | — | |
| AIM-L1epsilon=infinity2026.02 | 62.2 | 0.013 | 60.5 | |
| LR + Eq.Odds95% CI=[0.6166, 0.6233], SD=0.0172026.04 | 62 | — | — | |
| AIM-L2epsilon=12026.02 | 58 | 0.028 | 59.7 | |
| FHAIM-L2epsilon=12026.02 | 57.5 | 0.028 | 62 | |
| FHAIM-L1epsilon=infinity2026.02 | 54.4 | 0.031 | 13.9 | |
| FHAIM-L1epsilon=12026.02 | 53.2 | 0.035 | 50.4 |