Fig. 10

Accumulated Local Effect (Apley and Zhu 2020) plots for a surrogate model which classifies nodes to GraphWave roles according to graphlet orbit counts. The figure shows the effect of 3 features on role classification: orbits 27 and 17; the most important features as measured by permutation importance, and orbit 0 (node degree); which we include for reference. In the case of orbit 27, we highlight the maximum value of orbit 3 that was observed in the graph