Multilayer Networks in a Nutshell

被引:158
作者
Aleta, Alberto [1 ,2 ]
Moreno, Yamir [1 ,2 ,3 ]
机构
[1] Univ Zaragoza, Inst Biocomputat & Phys Complex Syst BIFI, Zaragoza 50018, Spain
[2] Univ Zaragoza, Dept Theoret Phys, E-50009 Zaragoza, Spain
[3] Inst Sci Interchange ISI Fdn, I-10126 Turin, Italy
来源
ANNUAL REVIEW OF CONDENSED MATTER PHYSICS, VOL 10 | 2019年 / 10卷 / 01期
关键词
complex systems; diffusion dynamics; spreading processes; COMMUNITY STRUCTURE; MULTIPLEX NETWORKS; ROBUSTNESS; PERSPECTIVE; CENTRALITY; DYNAMICS; REVEALS; PHYSICS;
D O I
10.1146/annurev-conmatphys-031218-013259
中图分类号
O469 [凝聚态物理学];
学科分类号
070205 ;
摘要
Complex systems are characterized by many interacting units that give rise to emergent behavior. A particularly advantageous way to study these systems is through the analysis of the networks that encode the interactions among the system constituents. During the past two decades, network science has provided many insights in natural, social, biological, and technological systems. However, real systems are often interconnected, with many interdependencies that are not properly captured by single-layer networks. To account for this source of complexity, a more general framework, in which different networks evolve or interact with each other, is needed. These are known as multilayer networks. Here, we provide an overview of the basic methodology used to describe multilayer systems as well as of some representative dynamical processes that take place on top of them. We round off the review with a summary of several applications in diverse fields of science.
引用
收藏
页码:45 / 62
页数:18
相关论文
共 89 条
[1]   A Multilayer perspective for the analysis of urban transportation systems [J].
Aleta, Alberto ;
Meloni, Sandro ;
Moreno, Yamir .
SCIENTIFIC REPORTS, 2017, 7
[2]   Opinion competition dynamics on multiplex networks [J].
Amato, R. ;
Kouvaris, N. E. ;
San Miguel, M. ;
Diaz-Guilera, A. .
NEW JOURNAL OF PHYSICS, 2017, 19
[3]   MORE IS DIFFERENT - BROKEN SYMMETRY AND NATURE OF HIERARCHICAL STRUCTURE OF SCIENCE [J].
ANDERSON, PW .
SCIENCE, 1972, 177 (4047) :393-&
[4]  
[Anonymous], 2014, ACM C WEB SCI, DOI DOI 10.1145/2615569.2615687
[5]   Multiplex social ecological network analysis reveals how social changes affect community robustness more than resource depletion [J].
Baggio, Jacopo A. ;
BurnSilver, Shauna B. ;
Arenas, Alex ;
Magdanz, James S. ;
Kofinas, Gary P. ;
De Domenico, Manlio .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (48) :13708-13713
[6]  
Barabsi A. L., 2016, Network Science
[7]   The multiplex structure of interbank networks [J].
Bargigli, L. ;
Di Iasio, G. ;
Infante, L. ;
Lillo, F. ;
Pierobon, F. .
QUANTITATIVE FINANCE, 2015, 15 (04) :673-691
[8]   Determinants of public cooperation in multiplex networks [J].
Battiston, Federico ;
Perc, Matjaz ;
Latora, Vito .
NEW JOURNAL OF PHYSICS, 2017, 19
[9]   Multilayer motif analysis of brain networks [J].
Battiston, Federico ;
Nicosia, Vincenzo ;
Chavez, Mario ;
Latora, Vito .
CHAOS, 2017, 27 (04)
[10]   Efficient exploration of multiplex networks [J].
Battiston, Federico ;
Nicosia, Vincenzo ;
Latora, Vito .
NEW JOURNAL OF PHYSICS, 2016, 18