在之前,我们介绍了两种可解释性神经网络: 可解释性神经网络——1.xNN 可解释性神经网络——2.添加约束的xNN 这里我们再介绍另一种网络结构:GAMI-Net,对应的文章为 GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Struc... ...
In this paper, an explainable neural network based on generalized additive models with structured interactions (GAMI-Net) is proposed to pursue a good balance between prediction accuracy and model interpretability. GAMI-Net is a disentangled feedforward network with multiple additive subnetworks; each ...
GAMI-Net Generalized additive models with structured interactions Installation The following environments are required: Python 3.7 + (anaconda is preferable) tensorflow>=2.0.0 tensorflow-lattice>=2.0.8 numpy>=1.15.2 pandas>=0.19.2 matplotlib>=3.1.3 ...
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