Universal features of correlated bursty behaviour

被引:210
作者
Karsai, Marton [1 ]
Kaski, Kimmo [1 ]
Barabasi, Albert-Laszlo [2 ,3 ,4 ,5 ]
Kertesz, Janos [1 ,5 ]
机构
[1] Aalto Univ, BECS, Sch Sci, FI-00076 Helsinki, Finland
[2] Northeastern Univ, Ctr Complex Networks Res, Boston, MA 02115 USA
[3] Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02115 USA
[4] Harvard Univ, Sch Med, Boston, MA 02115 USA
[5] Budapest Univ Technol & Econ, Inst Phys, H-1111 Budapest, Hungary
来源
SCIENTIFIC REPORTS | 2012年 / 2卷
关键词
HEAVY TAILS; FIELD-THEORY; SOLAR-FLARE; DYNAMICS; MEMORY;
D O I
10.1038/srep00397
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
Inhomogeneous temporal processes, like those appearing in human communications, neuron spike trains, and seismic signals, consist of high-activity bursty intervals alternating with long low-activity periods. In recent studies such bursty behavior has been characterized by a fat-tailed inter-event time distribution, while temporal correlations were measured by the autocorrelation function. However, these characteristic functions are not capable to fully characterize temporally correlated heterogenous behavior. Here we show that the distribution of the number of events in a bursty period serves as a good indicator of the dependencies, leading to the universal observation of power-law distribution for a broad class of phenomena. We find that the correlations in these quite different systems can be commonly interpreted by memory effects and described by a simple phenomenological model, which displays temporal behavior qualitatively similar to that in real systems.
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页数:7
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