Volume explored by a branching random walk on general graphs

被引:7
作者
Bordeu, Ignacio [1 ,2 ,3 ,4 ]
Amarteifio, Saoirse [1 ,2 ]
Garcia-Millan, Rosalba [1 ,2 ]
Walter, Benjamin [1 ,2 ]
Wei, Nanxin [1 ,2 ]
Pruessner, Gunnar [1 ,2 ]
机构
[1] Imperial Coll London, Dept Math, London SW7 2AZ, England
[2] Imperial Coll London, Ctr Complex Sci, London SW7 2AZ, England
[3] Univ Cambridge, Ctr Math Sci, DAMTP, Cambridge CB3 0WA, England
[4] Univ Cambridge, Wellcome Trust Canc Res UK Gurdon Inst, Cambridge CB2 1QN, England
基金
英国工程与自然科学研究理事会;
关键词
SCALE-FREE NETWORKS; SPECTRAL DIMENSION; RANGE; CENTRALITY; DIFFUSION; TOPOLOGY;
D O I
10.1038/s41598-019-51225-6
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
Branching processes are used to model diverse social and physical scenarios, from extinction of family names to nuclear fission. However, for a better description of natural phenomena, such as viral epidemics in cellular tissues, animal populations and social networks, a spatial embedding-the branching random walk (BRW)-is required. Despite its wide range of applications, the properties of the volume explored by the BRW so far remained elusive, with exact results limited to one dimension. Here we present analytical results, supported by numerical simulations, on the scaling of the volume explored by a BRW in the critical regime, the onset of epidemics, in general environments. Our results characterise the spreading dynamics on regular lattices and general graphs, such as fractals, random trees and scale-free networks, revealing the direct relation between the graphs' dimensionality and the rate of propagation of the viral process. Furthermore, we use the BRW to determine the spectral properties of real social and metabolic networks, where we observe that a lack of information of the network structure can lead to differences in the observed behaviour of the spreading process. Our results provide observables of broad interest for the characterisation of real world lattices, tissues, and networks.
引用
收藏
页数:9
相关论文
共 39 条
[1]   Scale-free networks in cell biology [J].
Albert, R .
JOURNAL OF CELL SCIENCE, 2005, 118 (21) :4947-4957
[2]   Scale-free characteristics of random networks:: the topology of the World-Wide Web [J].
Barabási, AL ;
Albert, R ;
Jeong, H .
PHYSICA A, 2000, 281 (1-4) :69-77
[3]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   WIENER SAUSAGE VOLUME MOMENTS [J].
BEREZHKOVSKII, AM ;
MAKHNOVSKII, YA ;
SURIS, RA .
JOURNAL OF STATISTICAL PHYSICS, 1989, 57 (1-2) :333-346
[5]   Random walks on graphs: ideas, techniques and results [J].
Burioni, R ;
Cassi, D .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2005, 38 (08) :R45-R78
[6]  
Cardy J., 2008, NONEQUILIBRIUM STAT, V355
[7]   Scaling exponents for random walks on Sierpinski carpets and number of distinct sites visited: a new algorithm for infinite fractal lattices [J].
Dasgupta, R ;
Ballabh, TK ;
Tarafdar, S .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1999, 32 (37) :6503-6516
[8]   On the growth of bounded trees [J].
Destri, C ;
Donetti, L .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2002, 35 (25) :5147-5163
[9]   The spectral dimension of random trees [J].
Destri, C ;
Donetti, L .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2002, 35 (45) :9499-9515
[10]  
DOI M, 1976, J PHYS A-MATH GEN, V9, P1465, DOI 10.1088/0305-4470/9/9/008