"Network embedding"

Lower Order Information Preserved Network Embedding Based on Non-Negative Matrix Decomposition

Network embedding has been successfully used for a variety of tasks, e.g., node clustering, community detection, link prediction and evolution analysis on complex networks. For a given network, embedding methods are usually designed based on …

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 …