Decision Tree Rashomon Set construction on Credit
26.03Time (s)PRAXIS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=30000, k (features)=225, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 26.03 | 249.6 | |
| PRAXISn=30000, k=134, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 54.93 | 218.25 | |
| PRAXISn=30000, k=225, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 241.45 | 323.15 | |
| RESPLITn (samples)=30000, k (features)=225, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 2,316.15 | 4,355.73 | |
| SORTeDn (samples)=30000, k (features)=225, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 65,145.23 | 14,300.78 |