Signal propagation in complex networks

P Ji, J Ye, Y Mu, W Lin, Y Tian, C Hens, M Perc, Y Tang… - Physics reports, 2023 - Elsevier
Signal propagation in complex networks drives epidemics, is responsible for information
going viral, promotes trust and facilitates moral behavior in social groups, enables the …

[HTML][HTML] Networks beyond pairwise interactions: Structure and dynamics

F Battiston, G Cencetti, I Iacopini, V Latora, M Lucas… - Physics reports, 2020 - Elsevier
The complexity of many biological, social and technological systems stems from the richness
of the interactions among their units. Over the past decades, a variety of complex systems …

Influence maximization in social networks using graph embedding and graph neural network

S Kumar, A Mallik, A Khetarpal, BS Panda - Information Sciences, 2022 - Elsevier
With the boom in technologies and mobile networks in recent years, online social networks
have become an integral part of our daily lives. These virtual networks connect people …

Vital nodes identification in complex networks

L Lü, D Chen, XL Ren, QM Zhang, YC Zhang, T Zhou - Physics reports, 2016 - Elsevier
Real networks exhibit heterogeneous nature with nodes playing far different roles in
structure and function. To identify vital nodes is thus very significant, allowing us to control …

[HTML][HTML] Random walks and diffusion on networks

N Masuda, MA Porter, R Lambiotte - Physics reports, 2017 - Elsevier
Random walks are ubiquitous in the sciences, and they are interesting from both theoretical
and practical perspectives. They are one of the most fundamental types of stochastic …

Epidemic processes in complex networks

R Pastor-Satorras, C Castellano, P Van Mieghem… - Reviews of modern …, 2015 - APS
In recent years the research community has accumulated overwhelming evidence for the
emergence of complex and heterogeneous connectivity patterns in a wide range of …

The hidden geometry of complex, network-driven contagion phenomena

D Brockmann, D Helbing - science, 2013 - science.org
The global spread of epidemics, rumors, opinions, and innovations are complex, network-
driven dynamic processes. The combined multiscale nature and intrinsic heterogeneity of …

Saving human lives: What complexity science and information systems can contribute

D Helbing, D Brockmann, T Chadefaux… - Journal of statistical …, 2015 - Springer
We discuss models and data of crowd disasters, crime, terrorism, war and disease
spreading to show that conventional recipes, such as deterrence strategies, are often not …

Node centrality in weighted networks: Generalizing degree and shortest paths

T Opsahl, F Agneessens, J Skvoretz - Social networks, 2010 - Elsevier
Ties often have a strength naturally associated with them that differentiate them from each
other. Tie strength has been operationalized as weights. A few network measures have …

Modeling future spread of infections via mobile geolocation data and population dynamics. An application to COVID-19 in Brazil

PS Peixoto, D Marcondes, C Peixoto, SM Oliva - PloS one, 2020 - journals.plos.org
Mobile geolocation data is a valuable asset in the assessment of movement patterns of a
population. Once a highly contagious disease takes place in a location the movement …