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Network statistics; |V|: # Nodes, |Y + |: # Positive links, |Y − |: # Negative links.

Network statistics; |V|: # Nodes, |Y + |: # Positive links, |Y − |: # Negative links.

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Graph representation learning has become a prominent tool for the characterization and understanding of the structure of networks in general and social networks in particular. Typically, these representation learning approaches embed the networks into a low-dimensional space in which the role of each individual can be characterized in terms of thei...