Conceptual Views of Neural Networks: A Framework for Neuro-Symbolic Analysis

Johannes Hirth, Tom Hanika

We introduce \emph{conceptual views} as a formal framework grounded in Formal Concept Analysis for globally explaining neural networks. Experiments on twenty-four ImageNet models a…