An Optimal Algorithm in Scale-Free Networks

被引:0
|
作者
Dai, Shangping [1 ]
Dong, Hui [2 ]
机构
[1] Hua Zhong Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China
[2] Hua Zhong Normal Univ, Dept Facil & Lab Mangement, Wuhan 430079, Peoples R China
来源
2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11 | 2008年
关键词
Data mining; Genetic Algorithm; Association rules; hubs; scale-free networks;
D O I
10.1109/CCDC.2008.4598180
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose an algorithm that can be efficiently used to search through scale-free networks. The algorithm uses local information such as the identities and connectedness of a node's neighbours, and its neighbours, but not the target's global position. We demonstrate that our search algorithm work well on a simulative networks, scale with the number of nodes, and may help reduce the network search traffic that tends to cripple such networks. We have studied how optimize nodes on a scale-free network using an association rules mining based on a novel Genetic Algorithm, we have proposed an designed specifically for discovering association rules. We compare the results of the Algorithm with the results of Apriori algorithm, and, it is better than it through the theoretic analysis and the experimental results. It can improve networks' robustness.
引用
收藏
页码:4497 / +
页数:2
相关论文
共 50 条
  • [21] Optimal traffic routing strategy on scale-free complex networks
    Li Tao
    Pei Wen-Jiang
    Wang Shao-Ping
    ACTA PHYSICA SINICA, 2009, 58 (09) : 5903 - 5910
  • [22] Hybrid Optimal Routing Strategy (HORS) for Scale-Free Networks
    Antil, Pearl
    Malik, Amita
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (09): : 827 - 831
  • [23] RELIABILITY OF OPTIMAL LINEAR PROJECTION OF GROWING SCALE-FREE NETWORKS
    Erola, Pau
    Borge-Holthoefer, Javier
    Gomez, Sergio
    Arenas, Alex
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2012, 22 (07):
  • [24] Self avoiding paths routing algorithm in scale-free networks
    Rachadi, Abdeljalil
    Jedra, Mohamed
    Zahid, Noureddine
    CHAOS, 2013, 23 (01)
  • [25] A local adaptive algorithm for emerging scale-free hierarchical networks
    Gomez Portillo, Ignacio J.
    Gleiser, Pablo M.
    XI LATIN AMERICAN WORKSHOP ON NONLINEAR PHENOMENA, 2010, 246
  • [26] Genetic Algorithm for Sampling from Scale-free Data and Networks
    Kroemer, Pavel
    Platos, Jan
    GECCO'14: PROCEEDINGS OF THE 2014 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2014, : 793 - 800
  • [27] Hierarchical deposition and scale-free networks: A visibility algorithm approach
    Berx, Jonas
    PHYSICAL REVIEW E, 2022, 106 (06)
  • [28] Catastrophes in scale-free networks
    Zhou, T
    Wang, BH
    CHINESE PHYSICS LETTERS, 2005, 22 (05) : 1072 - 1075
  • [29] Scale-free networks are rare
    Anna D. Broido
    Aaron Clauset
    Nature Communications, 10
  • [30] Revisiting "scale-free" networks
    Keller, EF
    BIOESSAYS, 2005, 27 (10) : 1060 - 1068