Second-order Shapley interaction value runtime calculation on CovType
0.005Runtime (seconds)Q-TreeSHAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Q-TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 0.005 | 12.95 | |
| GPUTreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 0.012 | — | |
| Q-TreeSHAPHardware=GPU, Setting=small, Number of explained rows=1002026.05 | 0.013 | 0.89 | |
| Q-TreeSHAPHardware=CPU, Setting=sparse, Number of explained rows=1002026.05 | 0.013 | 51.21 | |
| Q-TreeSHAPHardware=GPU, Setting=sparse, Number of explained rows=1002026.05 | 0.027 | 1.48 | |
| GPUTreeSHAPHardware=GPU, Setting=sparse, Number of explained rows=1002026.05 | 0.041 | — | |
| Q-TreeSHAPHardware=CPU, Setting=large, Number of explained rows=1002026.05 | 0.049 | 58.11 | |
| TreeSHAPHardware=CPU, Setting=small, Number of explained rows=1002026.05 | 0.059 | — | |
| GPUTreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 0.068 | — | |
| Q-TreeSHAPHardware=GPU, Setting=large, Number of explained rows=1002026.05 | 0.159 | 0.43 | |
| TreeSHAPHardware=CPU, Setting=sparse, Number of explained rows=1002026.05 | 0.686 | — | |
| TreeSHAPHardware=CPU, Setting=large, Number of explained rows=1002026.05 | 2.838 | — |