Modelling dynamical processes in complex socio-technical systems

被引:464
|
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 50 条
  • [31] Socio-Technical Systems for an Ageing Population
    Smit, Ciske
    Scott, Matthew
    Pitt, Jeremy
    2023 IEEE INTERNATIONAL SYMPOSIUM ON TECHNOLOGY AND SOCIETY, ISTAS, 2023,
  • [32] Augmented Cognition for Socio-Technical Systems
    David, Scott
    Endicott-Popovsky, Barbara
    AUGMENTED COGNITION, AC 2019, 2019, 11580 : 133 - 142
  • [33] A socio-technical approach to systems design
    Mumford E.
    Requirements Engineering, 2000, 5 (2) : 125 - 133
  • [34] The design of intelligent socio-technical systems
    Jones, Andrew J. I.
    Artikis, Alexander
    Pitt, Jeremy
    ARTIFICIAL INTELLIGENCE REVIEW, 2013, 39 (01) : 5 - 20
  • [35] GOAL FORMULATION FOR SOCIO-TECHNICAL SYSTEMS
    GIBBY, AR
    JOURNAL OF THE URBAN PLANNING & DEVELOPMENT DIVISION-ASCE, 1974, 100 (NUP2): : 203 - 204
  • [36] Variability and Adaptability in Socio-Technical Systems
    Bucchiarone, Antonio
    SPLC '21 - PROCEEDINGS OF THE 25TH ACM INTERNATIONAL SYSTEMS AND SOFTWARE PRODUCT LINE CONFERENCE, VOL B, 2021, : XX - XXI
  • [37] GOAL FORMULATION FOR SOCIO-TECHNICAL SYSTEMS
    RUTHERFO.GS
    SCHOFER, JL
    WACHS, M
    SKUTSCH, M
    JOURNAL OF THE URBAN PLANNING & DEVELOPMENT DIVISION-ASCE, 1973, 99 (NUP2): : 157 - 169
  • [38] Modeling engineering systems as socio-technical systems
    Ottens, M
    Franssen, M
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 5685 - 5690
  • [39] Socio-technical systems cybersecurity framework
    Malatji, Masike
    Von Solms, Sune
    Marnewick, Annlize
    INFORMATION AND COMPUTER SECURITY, 2019, 27 (02) : 233 - 272
  • [40] Data Accountability in Socio-Technical Systems
    Beckers, Kristian
    Landthaler, Joerg
    Matthes, Florian
    Pretschner, Alexander
    Waltl, Bernhard
    ENTERPRISE, BUSINESS-PROCESS AND INFORMATION SYSTEMS MODELING, BPMDS 2016, 2016, 248 : 335 - 348