Modelling dynamical processes in complex socio-technical systems

被引:487
作者
Vespignani, Alessandro [1 ,2 ]
机构
[1] Northeastern Univ, Bouve Coll Hlth Sci, Coll Comp & Informat Sci, Dept Phys, Boston, MA 02115 USA
[2] Inst Sci Interchange ISI, I-10133 Turin, Italy
基金
美国国家科学基金会;
关键词
METAPOPULATION MODELS; PHASE-TRANSITIONS; SPREAD; EPIDEMICS; OPINION; INFLUENZA; NETWORKS; INTERNET; MOBILITY; BEHAVIOR;
D O I
10.1038/nphys2160
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In recent years the increasing availability of computer power and informatics tools has enabled the gathering of reliable data quantifying the complexity of socio-technical systems. Data-driven computational models have emerged as appropriate tools to tackle the study of dynamical phenomena as diverse as epidemic outbreaks, information spreading and Internet packet routing. These models aim at providing a rationale for understanding the emerging tipping points and nonlinear properties that often underpin the most interesting characteristics of socio-technical systems. Here, using diffusion and contagion phenomena as prototypical examples, we review some of the recent progress in modelling dynamical processes that integrates the complex features and heterogeneities of real-world systems.
引用
收藏
页码:32 / 39
页数:8
相关论文
共 118 条
[1]   Search in power-law networks [J].
Adamic, L.A. ;
Lukose, R.M. ;
Puniyani, A.R. ;
Huberman, B.A. .
Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II) :461351-461358
[2]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[3]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[4]   Classes of small-world networks [J].
Amaral, LAN ;
Scala, A ;
Barthélémy, M ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) :11149-11152
[5]  
ANDERSON R M, 1991
[6]  
[Anonymous], 1997, COMPLEXITY COOPERATI
[7]  
[Anonymous], 2000, The Tipping Point: How Little Things Can Make a Big Difference
[8]   Communication in networks with hierarchical branching [J].
Arenas, A ;
Díaz-Guilera, A ;
Guimerà, R .
PHYSICAL REVIEW LETTERS, 2001, 86 (14) :3196-3199
[9]   Human Mobility Networks, Travel Restrictions, and the Global Spread of 2009 H1N1 Pandemic [J].
Bajardi, Paolo ;
Poletto, Chiara ;
Ramasco, Jose J. ;
Tizzoni, Michele ;
Colizza, Vittoria ;
Vespignani, Alessandro .
PLOS ONE, 2011, 6 (01)
[10]   Phase transitions in contagion processes mediated by recurrent mobility patterns [J].
Balcan, Duygu ;
Vespignani, Alessandro .
NATURE PHYSICS, 2011, 7 (07) :581-586