Modern temporal network theory: a colloquium

P Holme - The European Physical Journal B, 2015 - Springer
The power of any kind of network approach lies in the ability to simplify a complex system so
that one can better understand its function as a whole. Sometimes it is beneficial, however …

Temporal networks

P Holme, J Saramäki - Physics reports, 2012 - Elsevier
A great variety of systems in nature, society and technology–from the web of sexual contacts
to the Internet, from the nervous system to power grids–can be modeled as graphs of …

Tempme: Towards the explainability of temporal graph neural networks via motif discovery

J Chen, R Ying - Advances in Neural Information …, 2023 - proceedings.neurips.cc
Temporal graphs are widely used to model dynamic systems with time-varying interactions.
In real-world scenarios, the underlying mechanisms of generating future interactions in …

Analytical computation of the epidemic threshold on temporal networks

E Valdano, L Ferreri, C Poletto, V Colizza - Physical Review X, 2015 - APS
The time variation of contacts in a networked system may fundamentally alter the properties
of spreading processes and affect the condition for large-scale propagation, as encoded in …

Time varying networks and the weakness of strong ties

M Karsai, N Perra, A Vespignani - Scientific reports, 2014 - nature.com
In most social and information systems the activity of agents generates rapidly evolving time-
varying networks. The temporal variation in networks' connectivity patterns and the ongoing …

Critical regimes driven by recurrent mobility patterns of reaction–diffusion processes in networks

J Gómez-Gardenes, D Soriano-Panos, A Arenas - Nature Physics, 2018 - nature.com
Reaction–diffusion processes have been widely used to study dynamical processes in
epidemics,–and ecology in networked metapopulations. In the context of epidemics, reaction …

[HTML][HTML] Predicting and controlling infectious disease epidemics using temporal networks

N Masuda, P Holme - F1000prime reports, 2013 - ncbi.nlm.nih.gov
Infectious diseases can be considered to spread over social networks of people or animals.
Mainly owing to the development of data recording and analysis techniques, an increasing …

Random walks on temporal networks

M Starnini, A Baronchelli, A Barrat… - Physical Review E …, 2012 - APS
Many natural and artificial networks evolve in time. Nodes and connections appear and
disappear at various time scales, and their dynamics has profound consequences for any …

Controlling contagion processes in activity driven networks

S Liu, N Perra, M Karsai, A Vespignani - Physical review letters, 2014 - APS
The vast majority of strategies aimed at controlling contagion processes on networks
consider the connectivity pattern of the system either quenched or annealed. However, in …

[图书][B] Handbook of spatial epidemiology

AB Lawson, S Banerjee, RP Haining, MD Ugarte - 2016 - books.google.com
This handbook explains how to model epidemiological problems and improve inference
about disease etiology from a geographical perspective. Top epidemiologists, geographers …