15 citations · 25 across the 7 of their papers we have counts for
4 papers · 1 filter
Scalable detection of higher-order interactions in network data
Yingbang Zang, Yanting Zhang, Alec Kirkley
Complex systems are routinely measured and represented through pairwise networks, even when the underlying interactions involve more than two units at once. Recovering this latent…
Hypergraph backboning
Alec Kirkley, Helcio Felippe, Federico Malizia +1
Hypergraphs provide a natural framework for describing complex networked systems with higher-order, non-dyadic interactions. Due to their high dimensionality and often redundant st…
Fast nonparametric inference of network backbones for weighted graph sparsification
Alec Kirkley
Network backbones provide useful sparse representations of weighted networks by keeping only their most important links, permitting a range of computational speedups and simplifyin…
Identifying hubs in directed networks
Alec Kirkley
Nodes in networks that exhibit high connectivity, also called ``hubs'', play a critical role in determining the structural and functional properties of networked systems. However,…