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SCHOLARLY PUBLICATION ✓ Open Access

DeepWalk

Bryan Perozzi, Rami Al-Rfou, Steven Skiena

📄 Abstract

We present DeepWalk, a novel approach for learning latent representations of vertices in a network. These latent representations encode social relations in a continuous vector space, which is easily exploited by statistical models. DeepWalk generalizes recent advancements in language modeling and unsupervised feature learning (or deep learning) from sequences of words to graphs.

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