Statistical mechanics of complex networks

被引:14202
|
作者
Albert, R [1 ]
Barabási, AL [1 ]
机构
[1] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
关键词
D O I
10.1103/RevModPhys.74.47
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Complex networks describe a wide range of systems in nature and society. Frequently cited examples include the cell, a network of chemicals linked by chemical reactions, and the Internet, a network of routers and computers connected by physical links. While traditionally these systems have been modeled as random graphs, it is increasingly recognized that the topology and evolution of real networks are governed by robust organizing principles. This article reviews the recent advances in the field of complex networks, focusing on the statistical mechanics of network topology and dynamics. After reviewing the empirical data that motivated the recent interest in networks, the authors discuss the main models and analytical tools, covering random graphs, small-world and scale-free networks, the emerging theory of evolving networks, and the interplay between topology and the network's robustness against failures and attacks.
引用
收藏
页码:47 / 97
页数:51
相关论文
共 50 条
  • [1] Two statistical mechanics aspects of complex networks
    Thurner, Stefan
    Biely, Christoly
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2006, 372 (02) : 346 - 353
  • [2] A difference equation approach to statistical mechanics of complex networks
    Jin-li Guo
    Applied Mathematics and Mechanics, 2009, 30 : 1063 - 1068
  • [3] A difference equation approach to statistical mechanics of complex networks
    Guo, Jin-li
    APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION, 2009, 30 (08) : 1063 - 1068
  • [4] Statistical mechanics of networks
    Park, J
    Newman, MEJ
    PHYSICAL REVIEW E, 2004, 70 (06)
  • [5] Statistical Mechanics of Long Walks in Dynamic Complex Networks: Statistical Arguments for Diversifying Selection
    Volchenkov, Dimitri
    Suh, C. Steve
    DYNAMICS, 2022, 2 (03): : 252 - 269
  • [6] The statistical mechanics of complex signaling networks: nerve growth factor signaling
    Brown, KS
    Hill, CC
    Calero, GA
    Myers, CR
    Lee, KH
    Sethna, JP
    Cerione, RA
    PHYSICAL BIOLOGY, 2004, 1 (03) : 184 - 195
  • [7] A new structure entropy of complex networks based on nonextensive statistical mechanics
    Zhang, Qi
    Li, Meizhu
    Deng, Yong
    INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2016, 27 (10):
  • [8] Statistical mechanics of complex economies
    Bardoscia, Marco
    Livan, Giacomo
    Marsili, Matteo
    JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2017,
  • [9] Statistical Mechanics of Directed Networks
    Boguna, Marian
    Serrano, M. angeles
    ENTROPY, 2025, 27 (01)
  • [10] Statistical mechanics of multiedge networks
    Sagarra, O.
    Perez Vicente, C. J.
    Diaz-Guilera, A.
    PHYSICAL REVIEW E, 2013, 88 (06)