Second-order Shapley interaction value runtime calculation on CalHousing
0.001Runtime (s)Q-TreeSHAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Q-TreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 0.001 | 6.51 | |
| Q-TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 0.004 | 4.67 | |
| GPUTreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 0.007 | — | |
| TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 0.018 | — | |
| Q-TreeSHAPHardware=GPU, Setting=sparse, Number of explained rows=1002026.05 | 0.033 | 2.93 | |
| GPUTreeSHAPHardware=GPU, Setting=sparse, Number of explained rows=1002026.05 | 0.096 | — | |
| Q-TreeSHAPHardware=CPU, Setting=sparse, Number of explained rows=1002026.05 | 0.211 | 4.28 | |
| TreeSHAPHardware=CPU, Setting=sparse, Number of explained rows=1002026.05 | 0.903 | — | |
| Q-TreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 2.609 | 3.68 | |
| GPUTreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 9.611 | — | |
| Q-TreeSHAPHardware=CPU, Setting=large, Number of explained rows=1002026.05 | 15.707 | 3.8 | |
| TreeSHAPHardware=CPU, Setting=large, Number of explained rows=1002026.05 | 59.608 | — |