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Dec, 2020
图上半监督节点分类:马尔可夫随机场与图神经网络
Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks
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Binghui Wang, Jinyuan Jia, Neil Zhenqiang Gong
TL;DR
本研究提出了一种优化的pMRF方法,通过学习边潜力来解决现有方法的局限性,实现半监督节点分类在准确性和效率方面超越了图神经网络。
Abstract
semi-supervised node classification
on
graph-structured data
has many applications such as fraud detection, fake account and review detection, user's private attribute inference in social networks, and community
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