Partial Dependence Plot (PDP) on KDD Cup
5.5Runtimescikit-learn
Evaluation Results
| Method | Links | |
|---|---|---|
| scikit-learnComputation Type=Approximate, k=52026.05 | 5.5 | |
| WOODELF++Computation Type=Approximate, k=5, Hardware=CPU2026.05 | 6.5 | |
| WOODELF++Computation Type=Approximate, k=5, Hardware=GPU2026.05 | 8.7 | |
| scikit-learnComputation Type=Exact, k=1002026.05 | 17 | |
| WOODELF++Computation Type=Exact, k=full, Hardware=GPU2026.05 | 26.8 | |
| WOODELF++Computation Type=Exact, k=5, Hardware=GPU2026.05 | 33.4 | |
| WOODELF++Computation Type=Exact, k=10, Hardware=GPU2026.05 | 33.5 | |
| WOODELF++Computation Type=Exact, k=100, Hardware=GPU2026.05 | 33.6 | |
| scikit-learnComputation Type=Exact, k=52026.05 | 72.1 | |
| WOODELF++Computation Type=Exact, k=full, Hardware=CPU2026.05 | 90.3 | |
| WOODELF++Computation Type=Exact, k=5, Hardware=CPU2026.05 | 95.6 | |
| WOODELF++Computation Type=Exact, k=10, Hardware=CPU2026.05 | 95.9 | |
| WOODELF++Computation Type=Exact, k=100, Hardware=CPU2026.05 | 96.2 | |
| scikit-learnComputation Type=Exact, k=102026.05 | 100.2 | |
| scikit-learnComputation Type=Exact, k=full2026.05 | 116.5 | |
| FastPDComputation Type=Exact, k=102026.05 | 519 | |
| FastPDComputation Type=Exact, k=1002026.05 | 519 | |
| FastPDComputation Type=Exact, k=full2026.05 | 519 | |
| FastPDComputation Type=Exact, k=52026.05 | 520 |