Decision Tree Rashomon Set Calculation on Compas
0.09RuntimePRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=4966, k (features)=44, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 0.09 | 130.47 | |
| PRAXISn=4966, k=44, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 1.15 | — | |
| SORTeDn (samples)=4966, k (features)=44, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 7.23 | 163.5 | |
| RESPLITn (samples)=4966, k (features)=44, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 11.9 | 159.61 | |
| TreeFARMSn (samples)=4966, k (features)=44, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 65.08 | 3,742 | |
| SORTeDn=4966, k=44, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 1,352.45 | — |