Literature DB >> 20959414

Evidence for a bimodal distribution in human communication.

Ye Wu1, Changsong Zhou, Jinghua Xiao, Jürgen Kurths, Hans Joachim Schellnhuber.   

Abstract

Interacting human activities underlie the patterns of many social, technological, and economic phenomena. Here we present clear empirical evidence from Short Message correspondence that observed human actions are the result of the interplay of three basic ingredients: Poisson initiation of tasks and decision making for task execution in individual humans as well as interaction among individuals. This interplay leads to new types of interevent time distribution, neither completely Poisson nor power-law, but a bimodal combination of them. We show that the events can be separated into independent bursts which are generated by frequent mutual interactions in short times following random initiations of communications in longer times by the individuals. We introduce a minimal model of two interacting priority queues incorporating the three basic ingredients which fits well the distributions using the parameters extracted from the empirical data. The model can also embrace a range of realistic social interacting systems such as e-mail and letter communications when taking the time scale of processing into account. Our findings provide insight into various human activities both at the individual and network level. Our analysis and modeling of bimodal activity in human communication from the viewpoint of the interplay between processes of different time scales is likely to shed light on bimodal phenomena in other complex systems, such as interevent times in earthquakes, rainfall, forest fire, and economic systems, etc.

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Year:  2010        PMID: 20959414      PMCID: PMC2973857          DOI: 10.1073/pnas.1013140107

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  17 in total

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Journal:  Proc Natl Acad Sci U S A       Date:  2004-09-24       Impact factor: 11.205

2.  Modeling bursts and heavy tails in human dynamics.

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Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2006-03-24

3.  Impact of non-Poissonian activity patterns on spreading processes.

Authors:  Alexei Vazquez; Balázs Rácz; András Lukács; Albert-László Barabási
Journal:  Phys Rev Lett       Date:  2007-04-10       Impact factor: 9.161

4.  On universality in human correspondence activity.

Authors:  R Dean Malmgren; Daniel B Stouffer; Andriana S L O Campanharo; Luís A Nunes Amaral
Journal:  Science       Date:  2009-09-25       Impact factor: 47.728

5.  Waiting time dynamics of priority-queue networks.

Authors:  Byungjoon Min; K-I Goh; I-M Kim
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2009-05-21

6.  Solving the apparent diversity-accuracy dilemma of recommender systems.

Authors:  Tao Zhou; Zoltán Kuscsik; Jian-Guo Liu; Matús Medo; Joseph Rushton Wakeling; Yi-Cheng Zhang
Journal:  Proc Natl Acad Sci U S A       Date:  2010-02-22       Impact factor: 11.205

7.  Human dynamics: Darwin and Einstein correspondence patterns.

Authors:  João Gama Oliveira; Albert-László Barabási
Journal:  Nature       Date:  2005-10-27       Impact factor: 49.962

8.  Evidence for self-organized criticality in human epileptic hippocampus.

Authors:  Gregory A Worrell; Stephen D Cranstoun; Javier Echauz; Brian Litt
Journal:  Neuroreport       Date:  2002-11-15       Impact factor: 1.837

9.  Exact results for the Barabási model of human dynamics.

Authors:  Alexei Vázquez
Journal:  Phys Rev Lett       Date:  2005-12-06       Impact factor: 9.161

10.  Human dynamics revealed through Web analytics.

Authors:  Bruno Gonçalves; José J Ramasco
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2008-08-26
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  40 in total

1.  Persistence of social signatures in human communication.

Authors:  Jari Saramäki; E A Leicht; Eduardo López; Sam G B Roberts; Felix Reed-Tsochas; Robin I M Dunbar
Journal:  Proc Natl Acad Sci U S A       Date:  2014-01-06       Impact factor: 11.205

2.  Temporal motifs reveal homophily, gender-specific patterns, and group talk in call sequences.

Authors:  Lauri Kovanen; Kimmo Kaski; János Kertész; Jari Saramäki
Journal:  Proc Natl Acad Sci U S A       Date:  2013-10-21       Impact factor: 11.205

3.  Unfolding large-scale online collaborative human dynamics.

Authors:  Yilong Zha; Tao Zhou; Changsong Zhou
Journal:  Proc Natl Acad Sci U S A       Date:  2016-12-01       Impact factor: 11.205

4.  Calling patterns in human communication dynamics.

Authors:  Zhi-Qiang Jiang; Wen-Jie Xie; Ming-Xia Li; Boris Podobnik; Wei-Xing Zhou; H Eugene Stanley
Journal:  Proc Natl Acad Sci U S A       Date:  2013-01-14       Impact factor: 11.205

5.  Robust detection of dynamic community structure in networks.

Authors:  Danielle S Bassett; Mason A Porter; Nicholas F Wymbs; Scott T Grafton; Jean M Carlson; Peter J Mucha
Journal:  Chaos       Date:  2013-03       Impact factor: 3.642

6.  Cross-linked structure of network evolution.

Authors:  Danielle S Bassett; Nicholas F Wymbs; Mason A Porter; Peter J Mucha; Scott T Grafton
Journal:  Chaos       Date:  2014-03       Impact factor: 3.642

7.  Chaos-order transition in foraging behavior of ants.

Authors:  Lixiang Li; Haipeng Peng; Jürgen Kurths; Yixian Yang; Hans Joachim Schellnhuber
Journal:  Proc Natl Acad Sci U S A       Date:  2014-05-27       Impact factor: 11.205

8.  Diffusion in networks and the virtue of burstiness.

Authors:  Mohammad Akbarpour; Matthew O Jackson
Journal:  Proc Natl Acad Sci U S A       Date:  2018-07-09       Impact factor: 11.205

9.  How random are online social interactions?

Authors:  Chunyan Wang; Bernardo A Huberman
Journal:  Sci Rep       Date:  2012-09-05       Impact factor: 4.379

10.  Correlated dynamics in egocentric communication networks.

Authors:  Márton Karsai; Kimmo Kaski; János Kertész
Journal:  PLoS One       Date:  2012-07-12       Impact factor: 3.240

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