Impact of memory on human dynamics

被引:91
作者
Vazquez, Alexel
机构
[1] Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USA
[2] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
[3] Univ Notre Dame, Ctr Complex Networks Res, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
human dynamics; memory; activity patterns;
D O I
10.1016/j.physa.2006.04.060
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Our experience of web access slowing down is a consequence of the aggregated web access pattern of web users. This is just one example among several human-oriented services which are strongly affected by human activity patterns. Recent empirical evidence is indicating that human activity patterns are characterized by power-law distributions of inter-event times, where large fluctuations rather than regularity is the common case. I show that this temporal heterogeneity can be explained by two mechanisms: (i) humans have some perception of their past activity rate and (ii) based on that they react by accelerating or reducing their activity rate. Using these two mechanisms I explain the inter-event time statistics of Darwin's and Einstein's correspondence and the email activity within an university environment. Moreover, they are typical examples of the accelerating and reducing class, respectively. These results are relevant to the system design of human-oriented services (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:747 / 752
页数:6
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