Higher-order correlations reveal complex memory in temporal hypergraphs

L Gallo, L Lacasa, V Latora, F Battiston - Nature Communications, 2024 - nature.com
Many real-world complex systems are characterized by interactions in groups that change in
time. Current temporal network approaches, however, are unable to describe group …

Insights and caveats from mining local and global temporal motifs in cryptocurrency transaction networks

NA Arnold, P Zhong, CT Ba, B Steer, R Mondragon… - Scientific Reports, 2024 - nature.com
Distributed ledger technologies have opened up a wealth of fine-grained transaction data
from cryptocurrencies like Bitcoin and Ethereum. This allows research into problems like …

Impact of human contact patterns on epidemic spreading in time-varying networks

L Han, Z Lin, M Tang, Y Liu, S Guan - Physical Review E, 2023 - APS
Human contact behaviors involve both dormant and active processes. The dormant (active)
process goes from the disappearance (creation) to the creation (disappearance) of an edge …

Phase transition phenomena in social propagation with dynamic fashion tendency and individual contact

Y Tian, H Tian, Q Cui, X Zhu - Chaos, Solitons & Fractals, 2024 - Elsevier
In complex systems, individuals exhibit various social contact capacities on account of
differences in societal strata, educational backgrounds, and individual psychology. It is a fact …

A map of approaches to temporal networks

P Holme, J Saramäki - Temporal network theory, 2023 - Springer
The study of temporal networks is motivated by the simple and important observation that
just as network structure can affect dynamics, so can structure in time. Just as network …

Epidemic models characterize seizure propagation and the effects of epilepsy surgery in individualized brain networks based on MEG and invasive EEG recordings

AP Millán, ECW van Straaten, CJ Stam, IA Nissen… - Scientific reports, 2022 - nature.com
Epilepsy surgery is the treatment of choice for drug-resistant epilepsy patients. However,
seizure-freedom is currently achieved in only 2/3 of the patients after surgery. In this study …

The impacts of the individual activity and attractiveness correlation on spreading dynamics in time-varying networks

L Zeng, M Tang, Y Liu - … in Nonlinear Science and Numerical Simulation, 2023 - Elsevier
The heterogeneous distributions of individual activity and attractiveness can significantly
affect the dynamic processes in time-varying networks. Here we study the impacts of the …

Unraveling higher-order dynamics in collaboration networks

D Abella, P Birello, L Di Gaetano, S Ghivarello… - arXiv preprint arXiv …, 2023 - arxiv.org
The interactions between individuals play a pivotal role in shaping the structure and
dynamics of social systems. Complex network models have proven invaluable in uncovering …

Correlations of network trajectories

L Lacasa, JP Rodriguez, VM Eguiluz - Physical Review Research, 2022 - APS
Temporal networks model how the interaction between elements in a complex system
evolves over time. Just as complex systems display collective dynamics, here we interpret …

The role of epidemic spreading in seizure dynamics and epilepsy surgery

AP Millán, ECW van Straaten, CJ Stam… - Network …, 2023 - direct.mit.edu
Epilepsy surgery is the treatment of choice for drug-resistant epilepsy patients, but only
leads to seizure freedom for roughly two in three patients. To address this problem, we …