"Role discovery"

Role-Based Network Embedding via Structural Features Reconstruction with Degree-Regularized Constraint

Role-based network embedding aims to map network into low-dimensional node representations while preserving structural similarities. Adjacency matrix contain both the local and global information of a network, but it cannot directly represent the …