Skip to main navigation Skip to search Skip to main content

A priority queue model of human dynamics with bursty input tasks

  • Seoul National University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

The physics of human activities recently has been studied in the view point that they are dynamic processes of a complex system. The studies reveal that the human activities have bursty nature - occasional abrupt bursts of activity level for short periods of time, along with long periods of inactivity. Quantitative studies show that the distribution of the time, t, between two consecutive activity events exhibits a power-law behavior with universal exponents ∼τ-1.5 or ∼τ-1.0. Such universal behaviors were explained by the universality in the waitingtime distribution of tasks in model queue systems, which operate based on priority. In the models, the rates of task input are presumed to follow a Poisson-type distribution. An empirical observation of human activities, however, shows that the task arriving rate for some people also has bursty nature - the number of tasks arrive to the people follows a power-law distribution. In this paper, a new model queue system for this case is introduced and studied by analytic and numerical methods. The waiting-time distribution for the new model is found also to follow a power law, but the exponent varies according to the parameters of the model and takes other values than 1.5 or 1.0. The analytic solution is obtained via the generating function formalism, different from the biased random walk approach used in the previous studies.

Original languageEnglish
Title of host publicationComplex Sciences - First International Conference, Complex 2009, Revised Papers
Pages2402-2410
Number of pages9
EditionPART 2
DOIs
StatePublished - 2009
Event1st International Conference on Complex Sciences: Theory and Applications, Complex 2009 - Shanghai, China
Duration: Feb 23 2009Feb 25 2009

Publication series

NameLecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering
NumberPART 2
Volume5 LNICST
ISSN (Print)1867-8211

Conference

Conference1st International Conference on Complex Sciences: Theory and Applications, Complex 2009
Country/TerritoryChina
CityShanghai
Period02/23/0902/25/09

Keywords

  • Complex systems
  • Generating function
  • Human dynamics
  • Modelling
  • Power law
  • Priority queue

Fingerprint

Dive into the research topics of 'A priority queue model of human dynamics with bursty input tasks'. Together they form a unique fingerprint.

Cite this