The structure and dynamics of networks with higher order interactions

S Boccaletti, P De Lellis, CI Del Genio, K Alfaro-Bittner… - Physics Reports, 2023 - Elsevier
All beauty, richness and harmony in the emergent dynamics of a complex system largely
depend on the specific way in which its elementary components interact. The last twenty-five …

Epidemic spreading on higher-order networks

W Wang, Y Nie, W Li, T Lin, MS Shang, S Su, Y Tang… - Physics Reports, 2024 - Elsevier
Gathering events, eg, going to gyms and meetings, are ubiquitous and crucial in the
spreading phenomena, which induce higher-order interactions, and thus can be described …

Vital node identification in hypergraphs via gravity model

X **e, X Zhan, Z Zhang, C Liu - Chaos: An Interdisciplinary Journal of …, 2023 - pubs.aip.org
Hypergraphs that can depict interactions beyond pairwise edges have emerged as an
appropriate representation for modeling polyadic relations in complex systems. With the …

Identification of important nodes in multi-layer hypergraphs based on fuzzy gravity model and node centrality distribution characteristics

P Wang, G Ling, P Zhao, W Pan, MF Ge - Chaos, Solitons & Fractals, 2024 - Elsevier
Hyperedge is a common structure that represents high-order interactions between nodes in
complex networks, and multi-layer networks provide more diverse node interactions than …

Classification of edge-dependent labels of nodes in hypergraphs

M Choe, S Kim, J Yoo, K Shin - Proceedings of the 29th ACM SIGKDD …, 2023 - dl.acm.org
A hypergraph is a data structure composed of nodes and hyperedges, where each
hyperedge is an any-sized subset of nodes. Due to the flexibility in hyperedge size …

The two-steps eigenvector centrality in complex networks

Q Xu, L Sun, C Bu - Chaos, Solitons & Fractals, 2023 - Elsevier
Eigenvector centrality refers to the principal eigenvector of the adjacency matrix of a graph.
The adjacency matrix can be regarded as the matrix describing the one-step walks on the …

Filtering higher-order datasets

NW Landry, I Amburg, M Shi… - Journal of Physics …, 2024 - iopscience.iop.org
Many complex systems often contain interactions between more than two nodes, known as
higher-order interactions, which can change the structure of these systems in significant …

Distances in higher-order networks and the metric structure of hypergraphs

E Vasilyeva, M Romance, I Samoylenko, K Kovalenko… - Entropy, 2023 - mdpi.com
We explore the metric structure of networks with higher-order interactions and introduce a
novel definition of distance for hypergraphs that extends the classic methods reported in the …

Emergence of high-order functional hubs in the human brain

FAN Santos, PKB Tewarie, P Baudot, A Luchicchi… - bioRxiv, 2023 - biorxiv.org
Network theory is often based on pairwise relationships between nodes, which is not
necessarily realistic for modeling complex systems. Importantly, it does not accurately …

Identifying Vital Nodes in Hypergraphs Based on Von Neumann Entropy

F Hu, K Tian, ZK Zhang - Entropy, 2023 - mdpi.com
Hypergraphs have become an accurate and natural expression of high-order coupling
relationships in complex systems. However, applying high-order information from networks …