Decision Tree Rashomon Set construction Performance on Heloc
0.38Runtime (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=2502, k (features)=65, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 0.38 | 140.59 | |
| RESPLITn (samples)=2502, k (features)=65, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 8.79 | 205.18 | |
| SORTeDn (samples)=2502, k (features)=65, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 52.34 | 313.95 | |
| PRAXISn=2502, k=65, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 92.73 | 1,291.25 | |
| RESPLITn=2502, k=65, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 4,953.27 | 5,481.9 |