GAMI-Net: An explainable neural network based on generalized additive models with structured interactions

• Published in: Pattern recognition Vol. 120; p. 108192
• Main Authors: Yang, Zebin, Zhang, Aijun, Sudjianto, Agus
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.12.2021
• Subjects: Explainable neural network; Generalized additive model; Interpretability constraints; Pairwise interaction; Interpretability constraints; Pairwise interaction; Explainable neural network; Generalized additive model

•A novel explainable neural network is proposed for modeling main effects and structured interactions.•The GAMI-Net is a disentangled feedforward network with multiple additive subnetworks.•GAMI-Net takes into account three interpretability constraints: sparsity, heredity, marginal clarity.•An adapt...