Social network dynamics of face-to-face interactions
arXiv:1102.2423 · doi:10.1103/PhysRevE.83.056109
Abstract
The recent availability of data describing social networks is changing our understanding of the "microscopic structure" of a social tie. A social tie indeed is an aggregated outcome of many social interactions such as face-to-face conversations or phone-calls. Analysis of data on face-to-face interactions shows that such events, as many other human activities, are bursty, with very heterogeneous durations. In this paper we present a model for social interactions at short time scales, aimed at describing contexts such as conference venues in which individuals interact in small groups. We present a detailed anayltical and numerical study of the model's dynamical properties, and show that it reproduces important features of empirical data. The model allows for many generalizations toward an increasingly realistic description of social interactions. In particular in this paper we investigate the case where the agents have intrinsic heterogeneities in their social behavior, or where dynamic variations of the local number of individuals are included. Finally we propose this model as a very flexible framework to investigate how dynamical processes unfold in social networks.
20 pages, 25 figures
References in corpus (16)
- Understanding individual human mobility patterns
- The scaling laws of human travel
- Critical phenomena in complex networks
- Structure and tie strengths in mobile communication networks
- Quantifying social group evolution
- Dynamics of person-to-person interactions from distributed RFID sensor networks
- What's in a crowd? Analysis of face-to-face behavioral networks
- Nonequilibrium phase transition in the coevolution of networks and opinions
- Generic Absorbing Transition in Coevolution Dynamics
- Consensus formation on adaptive networks
- Emergence of communities in weighted networks
- Network reachability of real-world contact sequences
- On Universality in Human Correspondence Activity
- Who's talking first? Consensus or lack thereof in coevolving opinion formation models
- Dynamical and bursty interactions in social networks
- Microdynamics in stationary complex networks