Decision Tree Rashomon Set construction on Poker (Time (s), Peak MB)
13.71Time (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=1025010, k (features)=40, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 13.71 | 952.1 | |
| RESPLITn (samples)=1025010, k (features)=40, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 657.48 | 5,958.07 | |
| SORTeDn (samples)=1025010, k (features)=40, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 7,370.45 | 7,475.91 | |
| PRAXISn=1025010, k=40, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 9,883.75 | 990.2 |