Impact of environmental changes on the dynamics of temporal networks
arXiv:2001.02847 · doi:10.1371/journal.pone.0250612
Abstract
Dynamics of complex social systems has often been described in the framework of temporal networks, where links are considered to exist only at the moment of interaction between nodes. Such interaction patterns are not only driven by internal interaction mechanisms, but also affected by environmental changes. To investigate the impact of the environmental changes on the dynamics of temporal networks, we analyze several face-to-face interaction datasets using the multiscale entropy (MSE) method to find that the observed temporal correlations can be categorized according to the environmental similarity of datasets such as classes and break times in schools. By devising and studying a temporal network model considering a periodically changing environment as well as a preferential activation mechanism, we numerically show that our model could successfully reproduce various empirical results by the MSE method in terms of multiscale temporal correlations. Our results demonstrate that the environmental changes can play an important role in shaping the dynamics of temporal networks when the interactions between nodes are influenced by the environment of the systems.
arXiv comment10 pages, 8 figures
References in corpus (49)
- Emergence of scaling in random networks
- Finding and evaluating community structure in networks
- Temporal Networks
- High-resolution measurements of face-to-face contact patterns in a primary school
- Dynamics of person-to-person interactions from distributed RFID sensor networks
- What's in a crowd? Analysis of face-to-face behavioral networks
- High resolution dynamical mapping of social interactions with active RFID
- A High-Resolution Human Contact Network for Infectious Disease Transmission
- Activity driven modeling of time varying networks
- Small But Slow World: How Network Topology and Burstiness Slow Down Spreading
- Complex network approaches to nonlinear time series analysis
- Estimating Potential Infection Transmission Routes in Hospital Wards Using Wearable Proximity Sensors
- Measuring large-scale social networks with high resolution
- Information diffusion epidemics in social networks
- A Poissonian explanation for heavy-tails in e-mail communication
- Time varying networks and the weakness of strong ties
- Contact patterns among high school students
- Causality-Driven Slow-Down and Speed-Up of Diffusion in Non-Markovian Temporal Networks
- Understanding metropolitan patterns of daily encounters
- Data on face-to-face contacts in an office building suggests a low-cost vaccination strategy based on community linkers
- Quantifying the effect of temporal resolution on time-varying networks
- Circadian pattern and burstiness in mobile phone communication
- Daily rhythms in mobile telephone communication
- Betweenness Preference: Quantifying Correlations in the Topological Dynamics of Temporal Networks
- Modeling sequences and temporal networks with dynamic community structures
- Bursty Human Dynamics
- Circadian patterns of Wikipedia editorial activity: A demographic analysis
- Optimal Containment of Epidemics in Temporal and Adaptive Networks
- Effects of time window size and placement on the structure of aggregated networks
- The dynamic of information-driven coordination phenomena: a transfer entropy analysis
- TiDeH: Time-Dependent Hawkes Process for Predicting Retweet Dynamics
- Burstiness and aging in social temporal networks
- Temporal network structures controlling disease spreading
- Asymptotic theory for the dynamic of networks with heterogenous social capital allocation
- Birth and death of links control disease spreading in empirical contact networks
- Emergence of Bursts and Communities in Evolving Weighted Networks
- A dynamic model of time-dependent complex networks
- Analytically Solvable Model of Spreading Dynamics with Non-Poissonian Processes
- Tracking Urban Human Activity from Mobile Phone Calling Patterns
- Change Point Estimation in a Dynamic Stochastic Block Model
- Spatiotemporal data analysis with chronological networks
- Relative clock demonstrates the endogenous heterogeneity of human dynamics
- Effects of temporal correlations in social multiplex networks
- The Mobility Network of Scientists: Analyzing Temporal Correlations in Scientific Careers
- Scaling Properties in Time-Varying Networks with Memory
- Memory effects induce structure in social networks with activity-driven agents
- The statistical physics of discovering exogenous and endogenous factors in a chain of events
- Modeling Collective Behavior of Posting Microblog by Stochastic Differential Equation with Jump
- Evolving nature of human contact networks with its impact on epidemic processes