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Sep, 2018
半监督学习的图拉普拉斯正则化图卷积网络
Graph Laplacian Regularized Graph Convolutional Networks for Semi-supervised Learning
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Bo Jiang, Doudou Lin
TL;DR
本文提出了一种图拉普拉斯图卷积网络(gLGCN)方法,该方法通过编码图结构和节点特征同时保持局部不变性约束,用于图数据表示和半监督分类,并在实验中证明了其有效性。
Abstract
Recently,
graph convolutional network
(GCN) has been widely used for
semi-supervised classification
and deep feature representation on graph-structured data. However, existing GCN generally fails to consider the
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