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人类动力学巴拉巴西模型的精确结果。

Exact results for the Barabási model of human dynamics.

作者信息

Vázquez Alexei

机构信息

Department of Physics and Center for Complex Networks Research, University of Notre Dame, Notre Dame, Indiana 46556, USA.

出版信息

Phys Rev Lett. 2005 Dec 9;95(24):248701. doi: 10.1103/PhysRevLett.95.248701. Epub 2005 Dec 6.

Abstract

Human activity patterns display a bursty dynamics with interevent times following a heavy tailed distribution. This behavior has been recently shown to be rooted in the fact that humans assign their active tasks different priorities, a process that can be modeled as a priority queueing system [A.-L. Barabási, Nature (London) 435, 207 (2005)]. In this Letter we obtain exact results for the Barabási model with two tasks, calculating the priority and waiting time distribution of active tasks. We demonstrate that the model has a singular behavior in the extremal dynamics limit, when the highest priority task is selected first. We find that independently of the selection protocol, the average waiting time is smaller or equal to the number of active tasks, and discuss the asymptotic behavior of the waiting time distribution. These results have important implications for understanding complex systems with extremal dynamics.

摘要

人类活动模式呈现出一种爆发式动态,事件间隔时间遵循重尾分布。最近的研究表明,这种行为源于人类为其活跃任务赋予不同优先级这一事实,该过程可建模为一个优先级排队系统[A.-L.巴拉巴西,《自然》(伦敦)435, 207(2005)]。在本信函中,我们针对具有两项任务的巴拉巴西模型得出了精确结果,计算了活跃任务的优先级和等待时间分布。我们证明,当首先选择最高优先级任务时,该模型在极端动态极限情况下具有奇异行为。我们发现,与选择协议无关,平均等待时间小于或等于活跃任务的数量,并讨论了等待时间分布的渐近行为。这些结果对于理解具有极端动态的复杂系统具有重要意义。

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