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dfgan avatar dfgan commented on July 17, 2024

这里我的理解是论文引用应该是有向图,但是这里矩阵的创建方式感觉像无向图,请作者解答一下,谢谢。

from graphneuralnetwork.

FighterLYL avatar FighterLYL commented on July 17, 2024

当用这个图表示明确的引用关系时,确实应该是有向图。对于GCN来说,本质上是一个聚合邻居的过程,将有向图转换为无向图可以让图中每个节点都能够从邻居聚合信息,否则信息的传播只能沿着有向边进行。一般的场景下,我们都会忽略掉边方向的信息。

from graphneuralnetwork.

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