Burstiness and memory in complex systems

被引:364
作者
Goh, K.-I. [1 ,2 ,3 ]
Barabasi, A.-L. [1 ,2 ,4 ]
机构
[1] Univ Notre Dame, Ctr Complex Network Res, Notre Dame, IN 46556 USA
[2] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
[3] Korea Univ, Dept Phys, Seoul 136713, South Korea
[4] Northeastern Univ, Dept Phys Biol & Comp Sci, Boston, MA 02115 USA
基金
美国国家科学基金会;
关键词
D O I
10.1209/0295-5075/81/48002
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The dynamics of a wide range of real systems, from email patterns to earthquakes, display a bursty, intermittent nature, characterized by short timeframes of intense activity followed by long times of no or reduced activity. The understanding of the origin of such bursty patterns is hindered by the lack of tools to compare different systems using a common framework. Here we propose to characterize the bursty nature of real signals using orthogonal measures quantifying two distinct mechanisms leading to burstiness: the interevent time distribution and the memory. We find that while the burstiness of natural phenomena is rooted in both the interevent time distribution and memory, for human dynamics memory is weak, and the bursty character is due to the changes in the interevent time distribution. Finally, we show that current models lack in their ability to reproduce the activity pattern observed in real systems, opening up avenues for future work. Copyright (C) EPLA, 2008.
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页数:5
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