Graph Embeddings

Large-scale Information Network Embedding

Introduced by Tang et al. in LINE: Large-scale Information Network Embedding

LINE is a novel network embedding method which is suitable for arbitrary types of information networks: undirected, directed, and/or weighted. The method optimizes a carefully designed objective function that preserves both the local and global network structures.

Source: Tang et al.

Image source: Tang et al.

Source: LINE: Large-scale Information Network Embedding

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