RaDE+: A semantic rank-based graph embedding algorithm

•Novel graph embedding approaches to generate low-dimensional representations for nodes in networks;•Based on unsupervised estimations of high-effective representative nodes;•There is a degree of semantics associated with each dimension of the generated representations;•A wide experimental evaluation conducted on 8 datasets of different data modalities.