Decision Tree Rashomon Set construction on Diabetes
0.79Runtime (s)PRAXIS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRAXISn (samples)=253680, k (features)=33, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 0.79 | 291.69 | |
| PRAXISn=253680, k=33, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 7.87 | 288.39 | |
| RESPLITn (samples)=253680, k (features)=33, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 48.68 | 1,049.81 | |
| PRAXISn=253680, k=121, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 373.83 | 678.28 | |
| TreeFARMSn (samples)=253680, k (features)=33, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 553.31 | 28,336.29 | |
| SORTeDn (samples)=253680, k (features)=33, lambda (regularization)=0.02, epsilon (error tolerance)=0.03, depth (tree depth limit)=52026.05 | 683.31 | 1,067.69 | |
| RESPLITn=253680, k=33, lambda=0.003, epsilon_mult=0.01, depth=72026.05 | 6,797.93 | 24,142.36 |