Burstiness and spreading on temporal networks
arXiv:1305.0543 · doi:10.1140/epjb/e2013-40456-9
Abstract
We discuss how spreading processes on temporal networks are impacted by the shape of their inter-event time distributions. Through simple mathematical arguments and toy examples, we find that the key factor is the ordering in which events take place, a property that tends to be affected by the bulk of the distributions and not only by their tail, as usually considered in the literature. We show that a detailed modeling of the temporal patterns observed in complex networks can change dramatically the properties of a spreading process, such as the ergodicity of a random walk process or the persistence of an epidemic.
5 pages
References in corpus (14)
- Temporal Networks
- The origin of bursts and heavy tails in human dynamics
- What's in a crowd? Analysis of face-to-face behavioral networks
- Small But Slow World: How Network Topology and Burstiness Slow Down Spreading
- A Poissonian explanation for heavy-tails in e-mail communication
- A message passing approach for general epidemic models
- Impact of non-Poisson activity patterns on spreading processes
- The dynamical strength of social ties in information spreading
- Information dynamics shape the networks of Internet-mediated prostitution
- Endogenous Versus Exogenous Shocks in Complex Networks: an Empirical Test Using Book Sale Ranking
- Spreading Dynamics Following Bursty Human Activity Patterns
- Generalized Master Equations for Non-Poisson Dynamics on Networks
- Multiscale Analysis of Spreading in a Large Communication Network
- Directedness of information flow in mobile phone communication networks
Cited by in corpus (29)
- Epidemic processes in complex networks
- Modern temporal network theory: A colloquium
- Diffusion on networked systems is a question of time or structure
- Bursty Human Dynamics
- From calls to communities: a model for time varying social networks
- Random walks on activity-driven networks with attractiveness
- Steady state and mean recurrence time for random walks on stochastic temporal networks
- A Framework for the Construction of Generative Models for Mesoscale Structure in Multilayer Networks
- Sampling of Temporal Networks: Methods and Biases
- Local variation of hashtag spike trains and popularity in Twitter
- Suppression of epidemic outbreaks with heavy-tailed contact dynamics
- The Temporal Event Graph
- Slow, bursty dynamics as the consequence of quenched network topologies
- Generalized Voter-like model on activity driven networks with attractiveness
- Aging and percolation dynamics in a Non-Poissonian temporal network model
- The Effects of Communication Burstiness on Consensus Formation and Tipping Points in Social Dynamics
- Navigating temporal networks
- Temporal Pattern of Online Communication Spike Trains in Spreading a Scientific Rumor: How Often, Who Interacts with Whom?
- Scalable Temporal Motif Densest Subnetwork Discovery
- Imperfect spreading on temporal networks
- Structural and temporal heterogeneities on networks
- Delay propagation patterns in Japan's domestic air transport network
- Infrequent social interaction can accelerate the spread of a persuasive idea
- A survey on modelling of infectious disease spread and control on social contact networks
- Rock-Paper-Scissors Random Walks on Temporal Multilayer Networks
- Diffusion on dynamic contact networks with indirect transmission links
- The scaling properties of dynamical fluctuations in temporal networks
- Correlations of network trajectories
- Characterizing the neural correlates of reasoning