Research Article

Semisupervised Community Preserving Network Embedding with Pairwise Constraints

Table 1

The frequently used notations.

NotationMeaning

An unweighted and undirected network
The nodes set of
The edges set of
The adjacency matrix of
The degree matrix of
The node similarity matrix
The node representation matrix
The must-link constraint matrix
The cannot-link constraint matrix
The number of nodes
The number of edges
The number of communities
The dimension of node representation vectors