notesum.ai
Published at December 6Achieving Group Fairness through Independence in Predictive Process Monitoring
cs.LG
stat.ML
Released Date: December 6, 2024
Authors: Jari Peeperkorn1, Simon De Vos1
Aff.: 1Research Center for Information Systems Engineering (LIRIS), KU Leuven, Belgium

| Log | AUC | ABPC | ABCC | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| hiring_high | 0.75 | 0.56 | 0.64 | 0.71 | 0.57 | 0.25 | 0.90 | 0.38 | 1.71 | 0.38 |
| hiring_medium | 0.72 | 0.58 | 0.66 | 0.69 | 0.55 | 0.17 | 0.80 | 0.27 | 1.66 | 0.27 |
| hiring_low | 0.70 | 0.59 | 0.67 | 0.67 | 0.53 | 0.05 | 0.69 | 0.14 | 1.30 | 0.14 |
| lending_high | 0.71 | 0.00 | 0.53 | 0.75 | 0.60 | 0.00 | 0.89 | 0.24 | 1.85 | 0.24 |
| lending_medium | 0.65 | 0.00 | 0.52 | 0.72 | 0.53 | 0.00 | 0.89 | 0.18 | 1.81 | 0.18 |
| lending_low | 0.59 | 0.07 | 0.51 | 0.68 | 0.43 | 0.02 | 0.22 | 0.11 | 1.02 | 0.11 |
| renting_high | 0.65 | 0.12 | 0.53 | 0.69 | 0.55 | 0.06 | 0.81 | 0.22 | 1.70 | 0.22 |
| renting_medium | 0.61 | 0.28 | 0.61 | 0.59 | 0.52 | 0.17 | 0.42 | 0.13 | 1.51 | 0.13 |
| renting_low | 0.63 | 0.00 | 0.55 | 0.65 | 0.53 | 0.00 | 0.86 | 0.13 | 1.66 | 0.13 |