Open Access
Table B.1
Computational costs of calculating Shapley values using DeepLIFT for different sub-samples of validation and training data sets. The instance highlighted in blue is the selected size in this work.
| Type | Size (%) | Time consumption (s) |
|---|---|---|
| Computed | 0.1 | 7 |
| Computed | 0.2 | 14.7 |
| Computed | 0.5 | 86.5 |
| Computed | 1 | 347 |
| Computed | ~ 2 | 3041 |
| Estimated | 4 | 1.9 × 105 |
| Estimated | 5 | 1.5 × 106 |
| Estimated | 10 | 4.5 × 1010 |
| Estimated | 100 | 1.4 × 1091 |
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