计算机科学 ›› 2022, Vol. 49 ›› Issue (11A): 210800249-6.doi: 10.11896/jsjkx.210800249
程秋云, 刘京菊, 杨国正, 罗智昊
CHENG Qiu-yun, LIU Jing-ju, YANG Guo-zheng, LUO Zhi-hao
摘要： 随着网络规模不断扩大,网络结构层次化、模块化的特征日益凸显,传统单层网络研究范式在表征各类网络系统之间的复杂关系时存在一定的局限性,针对多层网络的特性分析和模型构建逐渐成为了复杂网络研究的重要方向。文中针对互联网在应用过程中呈现出的多层网络结构特点,提出了面向互联网的多层网络模型以及在互联网领域构建多层网络模型的意义。通过分析互联网数据特点,设计了涵盖互联网基础设备层、业务应用层和用户账号层的3种类型网络的多层网络模型。文中从单层网络入手,针对当前基于节点度数的网络生成模型无法刻画网络核数分布情况的不足,提出了一种启发式的单层网络生成模型;在单层网络生成模型的基础上,设计了多层网络的层间关联方法,实现了多层网络的模型构建。
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| [1]BOCCALETTI S,BIANCONI G,CRIADO R,et al.The structure and dynamics of multilayer networks[J].Physics Reports,2014,544(1):1-122. [2]KIVELA M,ARENAS A,BARTHELEMY M,et al.Multilayer Networks[J].Journal of Complex Networks,2014,2(3):203-271. [3]ZHANG X.Advances in Multi-layer Complex Network Theory:Concepts,Theories and Data [J].Complex Systems and Complexity Science,2015,12(2):103-107. [4]MORENO Y,PERC M.Focus on multilayer networks [J].New Journal of Physics,2020,22(1):10-201. [5]DOMENICO M D,SOLÉ-RIBALTA A,COZZO E,et al.Mathematical Formulation of Multi-Layer Networks [J].Physical Review X,2014,3(4):4192-4195. [6]INTERDONATO R,MAGNANI M,PERNA D,et al.Multilayer network simplification:Approaches,models and methods[J].Computer Science Review,2020,36:100-246. [7]LU J N.From single-layer network to multi-layer network－Structure,Dynamics and Function [J].Knowledge of Modern Physics,2015,1(4):6-12. [8]MAGNANI M,ROSSI L.The ML-Model for Multi-layer SocialNetworks[C]//International Conference on Advances in Social Networks Analysis & Mining.IEEE,2011. [9]DING R,UJANG N,HAMID H B,et al.Application of complex networks theory in urban traffic network researches[J].Networks and Spatial Economics,2019,19(4):1281-1317. [10]FAN D M,WANG J L.Research on the spread of rumors on multi-layer social networks [J].Journal of Anhui Agricultural University:Social Science Edition,2020,29(4):8-18. [11]WANG X L,ZHU L N,SHI Z B.Science Technology and Engineering,2020,20(3):1243-1249. [12]XU K J,WU J Y,YANG Y,et al.Multilayer Analysis of China’sAirline Network Structure [J].Complex Systems and Complexity Science,2020,17(2):8. [13]WANG Y F.Research on The Characteristics of Chinese Aviation Network Based on Kernel Controllable Network Model [D].Beijing:Beijing Jiaotong University. [14]NICOSIA V,BIANCONI G,LATORA V,et al.Growing Multiplex Networks[J].Physical Review Letters,2013,111(5):058701. [15]NICOSIA V,BIANCONI G,LATORA V,et al.Non-lineargrowth and condensation in multiplex networks[J].Physical Review E Statistical Nonlinear & Soft Matter Physics,2014,90(4):042807. [16]MAGNANI M,ROSSI L.Formation of multiple networks[C]//International Conference on Social Computing,Behavioral-Cultural Modeling,and Prediction.Berlin:Springer,2013:257-264. [17]MIN B,DO YI S,LEE K M,et al.Network robustness of multiplex networks with interlayer degree correlations[J].Physical Review E,2014,89(4):042811. [18]DE DOMENICO M,SOLÉ-RIBALTA A,OMODEI E,et al.Centrality in interconnected multilayer networks[J].arXiv:1311.2906,2013. [19]PATRINOS A N,HAKIMI S L.Relations between graphs and integer-pair sequences[J].Discrete Mathematics,1976,15(4):347-358. [20]BIANCONI G.Statistical Mechanics of Multiplex Ensembles:Entropy and Overlap[J].Physical Review E,2013,87(6):062806. |
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