A Survey on Network Embedding

Understand

Network embedding assigns nodes in a network to low-dimensional representations and effectively preserves the network structure.

• Recently, a significant amount of progresses have been made toward this emerging network analysis paradigm.
• In this survey, we focus on categorizing and then reviewing the current development on network embedding methods, and point out its future research directions.
• We first summarize the motivation of network embedding.