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DeepWalk

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This blip is not on the current edition of the Radar. If it was on one of the last few editions it is likely that it is still relevant. If the blip is older it might no longer be relevant and our assessment might be different today. Unfortunately, we simply don't have the bandwidth to continuously review blips from previous editions of the RadarUnderstand more
Published: May 19, 2020
May 2020
评估?

DeepWalk是一个有助于将机器学习应用于图的算法。 在处理以图表示的数据集时,关键问题之一就是从图中提取特征。 这就是 DeepWalk 可以发挥作用的地方。 DeepWalk 使用 SkipGram 来构造嵌入式节点,它将图视为一种语言,图中的每一个节点都是该语言中的唯一单词,DeepWalk 通过随机遍历图中有限的节点来将单词构造成句子。 这些图嵌入随后便可应用于各种机器学习模型中。 我们有些项目需要在图上应用机器学习,DeepWalk是我们尝试的技术之一。