The origin of bursts and heavy tails in human dynamics

被引:1482
作者
Barabási, AL
机构
[1] Univ Notre Dame, Ctr Complex Networks Res, Notre Dame, IN 46556 USA
[2] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
D O I
10.1038/nature03459
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The dynamics of many social, technological and economic phenomena are driven by individual human actions, turning the quantitative understanding of human behaviour into a central question of modern science. Current models of human dynamics, used from risk assessment to communications, assume that human actions are randomly distributed in time and thus well approximated by Poisson processes(1-3). In contrast, there is increasing evidence that the timing of many human activities, ranging from communication to entertainment and work patterns, follow non-Poisson statistics, characterized by bursts of rapidly occurring events separated by long periods of inactivity(4-8). Here I show that the bursty nature of human behaviour is a consequence of a decision-based queuing process(9,10): when individuals execute tasks based on some perceived priority, the timing of the tasks will be heavy tailed, with most tasks being rapidly executed, whereas a few experience very long waiting times. In contrast, random or priority blind execution is well approximated by uniform inter-event statistics. These finding have important implications, ranging from resource management to service allocation, in both communications and retail.
引用
收藏
页码:207 / 211
页数:5
相关论文
共 28 条
  • [1] Anderson HR, 2003, FIXED BROADBAND WIRE
  • [2] [Anonymous], 1997, PRODUCTION INVENTORY
  • [3] PUNCTUATED EQUILIBRIUM AND CRITICALITY IN A SIMPLE-MODEL OF EVOLUTION
    BAK, P
    SNEPPEN, K
    [J]. PHYSICAL REVIEW LETTERS, 1993, 71 (24) : 4083 - 4086
  • [4] A prototype model of stock exchange
    Caldarelli, G
    Marsili, M
    Zhang, YC
    [J]. EUROPHYSICS LETTERS, 1997, 40 (05): : 479 - 484
  • [5] PRIORITY ASSIGNMENT IN WAITING LINE PROBLEMS
    COBHAM, A
    [J]. JOURNAL OF THE OPERATIONS RESEARCH SOCIETY OF AMERICA, 1954, 2 (01): : 70 - 76
  • [6] Cohen J., 1969, SINGLE SERVER QUEUE
  • [7] Self-similarity in World Wide Web traffic: Evidence and possible causes
    Crovella, ME
    Bestavros, A
    [J]. IEEE-ACM TRANSACTIONS ON NETWORKING, 1997, 5 (06) : 835 - 846
  • [8] DEWES C, 2003, P 2003 ACM SIGCOMM C
  • [9] Scale-free topology of e-mail networks
    Ebel, H
    Mielsch, LI
    Bornholdt, S
    [J]. PHYSICAL REVIEW E, 2002, 66 (03) : 1 - 035103
  • [10] Entropy of dialogues creates coherent structures in e-mail traffic
    Eckmann, JP
    Moses, E
    Sergi, D
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (40) : 14333 - 14337