Decision Tree Rashomon Set Calculation on Covertype
358.7RuntimePRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=581012, k (features)=96, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 358.7 | 1,301.23 | |
| PRAXISn=581012, k=45, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 385.79 | — | |
| RESPLITn (samples)=581012, k (features)=96, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 10,101.87 | 8,631.58 | |
| SORTeDn (samples)=581012, k (features)=96, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 64,672.88 | 16,107.48 | |
| PRAXISn=581012, k=96, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 107,591.75 | — | |
| SORTeDn=581012, k=45, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 532,800 | — | |
| SORTeDn=581012, k=96, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 532,800 | — |