Table 4.
Rank correlation coefficients for EdgeSHAPer compared to TreeExplainer and GNNExplainer for the complete ranking and the most important edges (top 25%), reported as the mean over the test set
Spearman | Pearson | Kendall | |
---|---|---|---|
Complete ranking | |||
TreeExplainer | 0.097 | 0.097 | 0.070 |
GNNExplainer | −0.010 | −0.010 | 0.022 |
Top 25% | |||
TreeExplainer | 0.013 | 0.055 | 0.022 |
GNNExplainer | 0.012 | 0.012 | 0.016 |