Decision Tree Rashomon Set construction on Taxi
1.18Runtime (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=1224158, k (features)=27, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 1.18 | 894.65 | |
| TreeFARMSn (samples)=1224158, k (features)=27, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 12.5 | 2,874.38 | |
| PRAXISn=1224158, k=27, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 18.39 | 846.56 | |
| RESPLITn (samples)=1224158, k (features)=27, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 32.35 | 2,030.43 | |
| SORTeDn (samples)=1224158, k (features)=27, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 364.85 | 3,318.65 | |
| RESPLITn=1224158, k=27, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 13,034.83 | 14,111.06 |