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 …

Statistical physics of vaccination

Z Wang, CT Bauch, S Bhattacharyya, A d'Onofrio… - Physics Reports, 2016 - Elsevier
Historically, infectious diseases caused considerable damage to human societies, and they
continue to do so today. To help reduce their impact, mathematical models of disease …

Modeling echo chambers and polarization dynamics in social networks

F Baumann, P Lorenz-Spreen, IM Sokolov, M Starnini - Physical review letters, 2020 - APS
Echo chambers and opinion polarization recently quantified in several sociopolitical
contexts and across different social media raise concerns on their potential impact on the …

Analysis, prediction, and control of epidemics: A survey from scalar to dynamic network models

L Zino, M Cao - IEEE Circuits and Systems Magazine, 2021 - ieeexplore.ieee.org
During the ongoing COVID-19 pandemic, mathematical models of epidemic spreading have
emerged as powerful tools to produce valuable predictions of the evolution of the pandemic …

[HTML][HTML] Persistence in complex systems

S Salcedo-Sanz, D Casillas-Pérez, J Del Ser… - Physics Reports, 2022 - Elsevier
Persistence is an important characteristic of many complex systems in nature, related to how
long the system remains at a certain state before changing to a different one. The study of …

[BOG][B] Bursty human dynamics

M Karsai, HH Jo, K Kaski - 2018 - Springer
Bursty dynamics is a common temporal property of various complex systems in nature but it
also characterises the dynamics of human actions and interactions. At the …

Time-dependent graphs: Definitions, applications, and algorithms

Y Wang, Y Yuan, Y Ma, G Wang - Data Science and Engineering, 2019 - Springer
A time-dependent graph is, informally speaking, a graph structure dynamically changes with
time. In such graphs, the weights associated with edges dynamically change over time, that …

Percolation and topological properties of temporal higher-order networks

L Di Gaetano, F Battiston, M Starnini - Physical Review Letters, 2024 - APS
Many complex systems that exhibit temporal nonpairwise interactions can be represented by
means of generative higher-order network models. Here, we propose a hidden variable …

Epidemic spreading in modular time-varying networks

M Nadini, K Sun, E Ubaldi, M Starnini, A Rizzo… - Scientific reports, 2018 - nature.com
We investigate the effects of modular and temporal connectivity patterns on epidemic
spreading. To this end, we introduce and analytically characterise a model of time-varying …

Smurf-based anti-money laundering in time-evolving transaction networks

M Starnini, CE Tsourakakis, M Zamanipour… - Machine Learning and …, 2021 - Springer
Money laundering refers to the criminal attempt of concealing the origins of illegally obtained
money, usually by passing it through a complex sequence of seemingly legitimate financial …