Decision Tree Rashomon Set construction on Bank
2.43Runtime (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=45211, k (features)=97, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 2.43 | 195.74 | |
| PRAXISn=45211, k=97, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 141.28 | 290.55 | |
| RESPLITn (samples)=45211, k (features)=97, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 164.34 | 1,468.21 | |
| SORTeDn (samples)=45211, k (features)=97, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 1,808.61 | 1,189.15 | |
| PRAXISn=45211, k=217, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 3,535.03 | 1,661.61 | |
| RESPLITn=45211, k=97, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 247,881.42 | 91,926.96 |