5 citations · 7 across the 3 of their papers we have counts for
3 papers · 1 filter
Reconstructing the evolution history of networked complex systems
Junya Wang, Yi-Jiao Zhang, Cong Xu +6
The evolution processes of complex systems carry key information in the systems' functional properties. Applying machine learning algorithms, we demonstrate that the historical for…
Systematic comparison of graph embedding methods in practical tasks
Yi-Jiao Zhang, Kai-Cheng Yang, Filippo Radicchi
Network embedding techniques aim at representing structural properties of graphs in geometric space. Those representations are considered useful in downstream tasks such as link pr…
Model-free hidden geometry of complex networks
Yi-Jiao Zhang, Kai-Cheng Yang, Filippo Radicchi
The fundamental idea of embedding a network in a metric space is rooted in the principle of proximity preservation. Nodes are mapped into points of the space with pairwise distance…