Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs

Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger. Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. KI, 36(3):271-285, 2022. [doi]

@article{FinzelSATPH22,
  title = {Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs},
  author = {Bettina Finzel and Anna Saranti and Alessa Angerschmid and David E. Tafler and Bastian Pfeifer and Andreas Holzinger},
  year = {2022},
  doi = {10.1007/s13218-022-00781-7},
  url = {https://doi.org/10.1007/s13218-022-00781-7},
  researchr = {https://researchr.org/publication/FinzelSATPH22},
  cites = {0},
  citedby = {0},
  journal = {KI},
  volume = {36},
  number = {3},
  pages = {271-285},
}