Decision Tree Rashomon Set construction on Churn
7.09Construction Time (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn=5000, k=81, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 7.09 | 204.37 | |
| PRAXISn (samples)=5000, k (features)=472, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 34.84 | 279.41 | |
| RESPLITn (samples)=5000, k (features)=472, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 2,564.3 | 2,792.24 | |
| PRAXISn=5000, k=472, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 6,761.06 | 15,688.87 | |
| RESPLITn=5000, k=81, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 20,299.75 | 113,299.24 | |
| SORTeDn (samples)=5000, k (features)=472, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 123,776.11 | 22,012.99 |