Impact of interactions on human dynamics
arXiv:0710.4916 · doi:10.1016/j.physa.2008.08.022
Abstract
Queueing theory has been recently proposed as a framework to model the heavy tailed statistics of human activity patterns. The main predictions are the existence of a power-law distribution for the interevent time of human actions and two decay exponents and . Current models lack, however, a key aspect of human dynamics, i.e. several tasks require, or are determined by, interactions between individuals. Here we introduce a minimal queueing model of human dynamics that already takes into account human-human interactions. To achieve large scale simulations we obtain a coarse-grained version of the model, allowing us to reach large interevent times and reliable scaling exponents estimations. Using this we show that the interevent distribution of interacting tasks exhibit the scaling exponents , 3/2 and a series of numerable values between 3/2 and 1. This work demonstrates that, within the context of queueing models of human dynamics, interactions change the exponent of the power-law distributed interevent times. Beyond the study of human dynamics, these results are relevant to systems where the event of interest consists of the simultaneous occurrence of two (or more) events.
5 pages, 4 figures, changes in abstract and text. Accepted for publication in Physica A
References in corpus (9)
- The origin of bursts and heavy tails in human dynamics
- Scale-free topology of e-mail networks
- Modeling bursts and heavy tails in human dynamics
- Human Dynamics: The Correspondence Patterns of Darwin and Einstein
- Impact of non-Poisson activity patterns on spreading processes
- Exact results for the Barabasi model of human dynamics
- Impact of memory on human dynamics
- Scaling in the Inter-Event Time of Random and Seasonal Systems
- Human activity modeling and Barabasi's queueing systems
Cited by in corpus (24)
- Robust dynamic classes revealed by measuring the response function of a social system
- Bursty Human Dynamics
- Spreading Dynamics Following Bursty Human Activity Patterns
- Emergence of Bursts and Communities in Evolving Weighted Networks
- Estimating inter-event time distributions from finite observation periods in communication networks
- Unfolding large-scale online collaborative human dynamics
- Dynamics on networks: competition of temporal and topological correlations
- Waiting time dynamics of priority-queue networks
- Relative clock demonstrates the endogenous heterogeneity of human dynamics
- Time-Varying Priority Queuing Models for Human Dynamics
- Self-exciting point process modeling of conversation event sequences
- Heterogenous Human Dynamics in Intra and Inter-day Time Scale
- Scaling behavior of online human activity
- Hidden scaling patterns and universality in written communication
- Fertility Heterogeneity as a Mechanism for Power Law Distributions of Recurrence Times
- Generalized priority-queue network dynamics: Impact of team and hierarchy
- Generative models of simultaneously heavy-tailed distributions of inter-event times on nodes and edges
- A generalized priority-based model for smartphone screen touches
- Theory of earthquakes interevent times applied to financial markets
- Modeling correlated human dynamics
- Metapopulation models imply non-Poissonian statistics of interevent times
- Optimised information gathering in smartphone users
- Punctuated equilibrium dynamics in human communications
- Numerical study on the deadline-concerning priority queuing model