Correlated Dynamics in Egocentric Communication Networks

被引:47
作者
Karsai, Marton [1 ]
Kaski, Kimmo [1 ]
Kertesz, Janos [1 ,2 ]
机构
[1] Aalto Univ, Sch Sci, BECS, Espoo, Finland
[2] Budapest Univ Technol & Econ, Inst Phys, Budapest, Hungary
来源
PLOS ONE | 2012年 / 7卷 / 07期
关键词
HEAVY TAILS; BURSTS;
D O I
10.1371/journal.pone.0040612
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
We investigate the communication sequences of millions of people through two different channels and analyse the fine grained temporal structure of correlated event trains induced by single individuals. By focusing on correlations between the heterogeneous dynamics and the topology of egocentric networks we find that the bursty trains usually evolve for pairs of individuals rather than for the ego and his/her several neighbours, thus burstiness is a property of the links rather than of the nodes. We compare the directional balance of calls and short messages within bursty trains to the average on the actual link and show that for the trains of voice calls the imbalance is significantly enhanced, while for short messages the balance within the trains increases. These effects can be partly traced back to the technological constraints (for short messages) and partly to the human behavioural features (voice calls). We define a model that is able to reproduce the empirical results and may help us to understand better the mechanisms driving technology mediated human communication dynamics.
引用
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页数:9
相关论文
共 29 条
[1]  
[Anonymous], 2010, Bursts: the hidden patterns behind everything we do, from your e-mail to bloody crusades
[2]  
[Anonymous], 2006, The structure and dynamics of networks
[3]   Poissonian bursts in e-mail correspondence [J].
Anteneodo, C. ;
Malmgren, R. D. ;
Chialvo, D. R. .
EUROPEAN PHYSICAL JOURNAL B, 2010, 75 (03) :389-394
[4]   The origin of bursts and heavy tails in human dynamics [J].
Barabási, AL .
NATURE, 2005, 435 (7039) :207-211
[5]  
Barrett L., 2002, Human evolutionary psychology
[6]   Dynamics of Person-to-Person Interactions from Distributed RFID Sensor Networks [J].
Cattuto, Ciro ;
Van den Broeck, Wouter ;
Barrat, Alain ;
Colizza, Vittoria ;
Pinton, Jean-Francois ;
Vespignani, Alessandro .
PLOS ONE, 2010, 5 (07)
[7]  
Degenne A., 1999, Introducing social networks
[8]   NEOCORTEX SIZE AS A CONSTRAINT ON GROUP-SIZE IN PRIMATES [J].
DUNBAR, RIM .
JOURNAL OF HUMAN EVOLUTION, 1992, 22 (06) :469-493
[9]   Entropy of dialogues creates coherent structures in e-mail traffic [J].
Eckmann, JP ;
Moses, E ;
Sergi, D .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (40) :14333-14337
[10]  
Engestrom Y., 1999, Activity theory and social practice: Cultural-historical approaches, P345