目录 前言Abstract1.Introduction2.Problem Definition3.Learning Social Representations3.1 Random Walks3.2 Connection: Power laws3.3 Language Modeling 4.Method4.1 Overview4.2 Algorithm:DeepWalk4.2.1 Skip-Gram4.2.2 Hierarchical Softmax4.2.3 Optimiza…
原文
《DeepWalk: Online Learning of Social Representations》
亮点
In this paper we introduce deep learning (unsupervised feature learning) techniques, which have proven successful in natural language processing, into network analysis for the first time.…
DeepWalk: Online Learning of Social Representations 本文是我参加Datawhale的CS224W图机器学习时的笔记,第一次学习图机器学习,对DeepWalk这篇开山之作的理解。 论文的三位作者均来自纽约州立大学石溪分校,杨振宁和丘成桐也曾在此教学。
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论文阅读|DeepWalk: Online Learning of Social Representations 文章目录 论文阅读|DeepWalk: Online Learning of Social RepresentationsAbstractIntroductionProblem DefinitionLearning Social RepresentationsMethod实验设置Related Work我的看法参考资料 Abstract
Deep…
文献:DeepWalk: online learning of social representations
对比阅读了几篇关于网络表示学习的文献,其中一篇包括DeepWalk的提出,下面将自己对于论文的理解和论文的笔记组织好记录下来。 deep walk 的提出是针对网络表示学习的稀疏性提出来…