Decision Tree Rashomon Set construction on Magic
31.05Runtime (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=19020, k (features)=80, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 31.05 | 446.82 | |
| SORTeDn (samples)=19020, k (features)=80, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 268.66 | 850.65 | |
| RESPLITn (samples)=19020, k (features)=80, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 595.96 | 527.28 | |
| PRAXISn=19020, k=80, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 2,607.54 | 5,061.03 | |
| PRAXISn=19020, k=167, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 24,503.25 | 14,662.51 | |
| RESPLITn=19020, k=80, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 40,294.21 | 17,221.75 |