BriefGPT.xyz
Oct, 2021
Residual2Vec: 带随机图去偏置化图嵌入
Residual2Vec: Debiasing graph embedding with random graphs
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Sadamori Kojaku, Jisung Yoon, Isabel Constantino, Yong-Yeol Ahn
TL;DR
本文提出了一种名为residual2vec的新型图嵌入方法,通过使用随机图来去除不同结构偏见,不仅改善了链接预测和聚类性能,还允许我们在图嵌入中明确地建模突出的结构特性。
Abstract
graph embedding
maps a graph into a convenient vector-space representation for graph analysis and machine learning applications. Many
graph embedding
methods hinge on a sampling of context nodes based on
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