Interpreting graph neural networks with Myerson values for cheminformatics approaches

Here we introduce a novel method to interpret the predictions of graph neural networks (GNNs) based on Myerson values from cooperative game theory. Myerson values are closely related to Shapley values and thus provide an interpretability approach similar to the SHAP values. We developed the techniqu...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Homberg, S, Janosch, M, Morris, GM, Koch, O
स्वरूप: Internet publication
भाषा:English
प्रकाशित: ChemRxiv 2023