Contagion on Networks with Self-Organised Community Structure

被引:1
|
作者
Antonioni, Alberto [1 ]
Bullock, Seth [2 ]
Darabos, Christian [3 ]
Giacobini, Mario [4 ]
Iotti, Bryan N. [4 ]
Moore, Jason H. [5 ]
Tomassini, Marco [1 ]
机构
[1] Univ Lausanne, Fac Business & Econ, Informat Syst Dept, Lausanne, Switzerland
[2] Univ Southampton, Inst Complex Syst Simulat, Southampton, Hants, England
[3] Dartmouth Coll, Geisel Sch Med, Computat Genet Lab, Hanover, NH 03755 USA
[4] Univ Torino, Dept Vet Sci, Computat Epidemiol Grp, Turin, Italy
[5] Univ Penn, Perelman Sch Med, Inst Biomed Informat, Philadelphia, PA 19104 USA
基金
英国工程与自然科学研究理事会;
关键词
EVOLUTION; DYNAMICS;
D O I
10.7551/978-0-262-33027-5-ch038
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Living systems are organised in space. This imposes constraints on both their structural form and, consequently, their dynamics. While artificial life research has demonstrated that embedding an adaptive system in space tends to have a significant impact on its behaviour, we do not yet have a full account of the relevance of spatiality to living self-organisation. Here, we extend the REDS model of spatial networks with self-organised community structure to include the "small world" effect. We demonstrate that REDS networks can become small worlds with the introduction of a small amount of random rewiring. We then explore how this rewiring influences two simple dynamic processes representing the contagious spread of infection or information. We show that epidemic outbreaks arise more easily and spread faster on REDS networks compared to standard random geometric graphs (RGGs). Outbreaks spread even faster on small world REDS networks (due to their shorter path lengths) but initially find it more difficult to establish themselves (due to their reduced community structure). Overall, we find that small world REDS networks, with their combination of short characteristic path length, positive assortativity, strong community structure and high clustering, are more susceptible to a range of contagion dynamics than RGGs, and that they offer a useful abstract model for studying dynamics on spatially organised living systems.
引用
收藏
页码:183 / 190
页数:8
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