Navigating networks by using homophily and degree

被引:72
|
作者
Simsek, Oezguer [1 ]
Jensen, David [1 ]
机构
[1] Univ Massachusetts, Dept Comp Sci, Amherst, MA 01003 USA
关键词
complex networks; search algorithms; social network analysis;
D O I
10.1073/pnas.0800497105
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
Many large distributed systems can be characterized as networks where short paths exist between nearly every pair of nodes. These include social, biological, communication, and distribution networks, which often display power-law or small-world structure. A central challenge of distributed systems is directing messages to specific nodes through a sequence of decisions made by individual nodes without global knowledge of the network. We present a probabilistic analysis of this navigation problem that produces a surprisingly simple and effective method for directing messages. This method requires calculating only the product of the two measures widely used to summarize all local information. It outperforms prior approaches reported in the literature by a large margin, and it provides a formal model that may describe how humans make decisions in sociological studies intended to explore the social network as well as how they make decisions in more naturalistic settings.
引用
收藏
页码:12758 / 12762
页数:5
相关论文
共 50 条
  • [1] Decentralized Search in Networks Using Homophily and Degree Disparity
    Simsek, Oezguer
    Jensen, David
    19TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI-05), 2005, : 304 - 310
  • [2] Graph Convolutional Networks Guided by Explicitly Estimated Homophily and Heterophily Degree
    Zhang, Rui
    Li, Xin
    APPLIED SCIENCES-BASEL, 2022, 12 (20):
  • [3] Estimating Homophily in Social Networks Using Dyadic Predictions
    Berry, George
    Sirianni, Antonio
    Weber, Ingmar
    An, Jisun
    Macy, Michael
    SOCIOLOGICAL SCIENCE, 2021, 8 : 285 - 307
  • [4] Supervised Attention Using Homophily in Graph Neural Networks
    Chatzianastasis, Michail
    Nikolentzos, Giannis
    Vazirgiannis, Michalis
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2023, PT IV, 2023, 14257 : 576 - 586
  • [5] Research performance and degree centrality in co-authorship networks The moderating role of homophily
    Badar, Kamal
    Frantz, Terrill L.
    Jabeen, Munazza
    ASLIB JOURNAL OF INFORMATION MANAGEMENT, 2016, 68 (06) : 756 - 771
  • [6] Scale-free degree distributions, homophily and the glass ceiling effect in directed networks
    Nettasinghe, Buddhika
    Alipourfard, Nazanin
    Iota, Stephen
    Krishnamurthy, Vikram
    Lerman, Kristina
    JOURNAL OF COMPLEX NETWORKS, 2021, 10 (02)
  • [7] Equilibrium homophily in networks
    Boucher, Vincent
    EUROPEAN ECONOMIC REVIEW, 2020, 123
  • [8] Representing degree distributions, clustering, and homophily in social networks with latent cluster random effects models
    Krivitsky, Pavel N.
    Handcock, Mark S.
    Raftery, Adrian E.
    Hoff, Peter D.
    SOCIAL NETWORKS, 2009, 31 (03) : 204 - 213
  • [9] A note on a network model with degree heterogeneity and homophily
    Su, Liju
    Qian, Xiaodi
    Yan, Ting
    STATISTICS & PROBABILITY LETTERS, 2018, 138 : 27 - 30
  • [10] Multidimensional homophily in friendship networks
    Block, Per
    Grund, Thomas
    NETWORK SCIENCE, 2014, 2 (02) : 189 - 212