Kernel Explanation Runtime on Synthetic
0.03Runtime (s/instance)PKeX-Shapley
Evaluation results
| Method | Links | |
|---|---|---|
| PKeX-ShapleyFeature dimensionality (d)=50, Model=KRR with RBF kernel, Number of samples=502026.05 | 0.03 | |
| QuadraSHAPFeature dimensionality (d)=50, Model=KRR with RBF kernel, Number of samples=502026.05 | 0.11 | |
| QuadraSHAPFeature dimensionality (d)=500, Model=KRR with RBF kernel, Number of samples=502026.05 | 1.2 | |
| QuadraSHAPFeature dimensionality (d)=1k, Model=KRR with RBF kernel, Number of samples=502026.05 | 2.6 | |
| QuadraSHAPFeature dimensionality (d)=2k, Model=KRR with RBF kernel, Number of samples=502026.05 | 5.4 | |
| QuadraSHAPFeature dimensionality (d)=5k, Model=KRR with RBF kernel, Number of samples=502026.05 | 7.6 | |
| PKeX-ShapleyFeature dimensionality (d)=500, Model=KRR with RBF kernel, Number of samples=502026.05 | 31 | |
| PKeX-ShapleyFeature dimensionality (d)=1k, Model=KRR with RBF kernel, Number of samples=502026.05 | 248.3 |