Information and phase transitions in socio-economic systems

被引:24
|
作者
Bossomaier, Terry [1 ]
Barnett, Lionel [2 ]
Harre, Michael [3 ]
机构
[1] Charles Sturt Univ, Ctr Res Complex Syst, Panorama Ave, Bathurst, NSW 2795, Australia
[2] Univ Sussex, Dept Informat, Brighton BN1 9QH, E Sussex, England
[3] Univ Sydney, Dept Civil Engn, Sydney, NSW, Australia
基金
澳大利亚研究理事会;
关键词
Phase transitions; Mutual information; Transfer entropy; Social networks; Stock markets; Expertise;
D O I
10.1186/2194-3206-1-9
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We examine the role of information-based measures in detecting and analysing phase transitions. We contend that phase transitions have a general character, visible in transitions in systems as diverse as classical flocking models, human expertise, and social networks. Information-based measures such as mutual information and transfer entropy are particularly suited to detecting the change in scale and range of coupling in systems that herald a phase transition in progress, but their use is not necessarily straightforward, possessing difficulties in accurate estimation due to limited sample sizes and the complexities of analysing non-stationary time series. These difficulties are surmountable with careful experimental choices. Their effectiveness in revealing unexpected connections between diverse systems makes them a promising tool for future research.
引用
收藏
页数:25
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