Decision Tree Rashomon Set construction on Droid
0.78Runtime (s)PRAXIS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=29332, k (features)=84, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 0.78 | 165.04 | |
| PRAXISn=29332, k=84, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 11.08 | 166.18 | |
| RESPLITn (samples)=29332, k (features)=84, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 78.89 | 730.01 | |
| SORTeDn (samples)=29332, k (features)=84, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 882.65 | 697.19 | |
| RESPLITn=29332, k=84, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 17,210.01 | 32,359.53 |