15 citations · 25 across the 5 of their papers we have counts for
5 papers
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…
Structural reducibility of hypergraphs
Alec Kirkley, Helcio Felippe, Federico Battiston
Higher-order interactions provide a nuanced understanding of the relational structure of complex systems beyond traditional pairwise interactions. However, higher-order network ana…
Information theory for hypergraph similarity
Helcio Felippe, Alec Kirkley, Federico Battiston
Comparing networks is essential for a number of downstream tasks, from clustering to anomaly detection. Despite higher-order interactions being critical for understanding the dynam…
Network mutual information measures for graph similarity
Helcio Felippe, Federico Battiston, Alec Kirkley
A wide range of tasks in network analysis, such as clustering network populations or identifying anomalies in temporal graph streams, require a measure of the similarity between tw…
Threshold-free estimation of entropy from a Pearson matrix
H. Felippe, A. Viol, D. B. de Araujo +5
There is demand in diverse fields for a reliable method of estimating the entropy associated with correlations. The estimation of a unique entropy directly from the Pearson correla…