COMPLEX NETWORKS AND EVOLUTIONARY ALGORITHMS

被引：0
|
作者：
Tomsu, Lukas [1 ]
Zelinka, Ivan [1 ]
机构：
[1] Tomas Bata Univ, Dept Appl Informat, Zlin 76005, Czech Republic
来源：
MENDELL 2009 | 2009年
关键词：
evolution strategy; differential evolution; complex networks; complex system; power law; SYSTEMS;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, we investigate properties of complex networks produced by a successful evolution strategy Differential Evolution (DE) Algorithm. Numerical simulations of different DE strategies are studied on a set of problems. We use the network theory to describe characteristics of these networks. Preferential attachment, which can lead to creation of scale-free networks, is present in some DE strategies. We try to identify scale-free topology in complex networks produced by these DE strategies and discuss our results.
引用
收藏
页码：55 / 61
页数：7
相关论文
共 50 条
  • [1] Multiobjective evolutionary algorithms on complex networks
    Kirley, Michael
    Stewart, Robert
    EVOLUTIONARY MULTI-CRITERION OPTIMIZATION, PROCEEDINGS, 2007, 4403 : 81 - +
  • [2] COMPLEX NETWORKS EVOLUTIONARY DYNAMICS USING GENETIC ALGORITHMS
    Aguilar-Hidalgo, Daniel
    Cordoba Zurita, Antonio
    Lemos Fernandez, Ma Carmen
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2012, 22 (07):
  • [3] Community detection in complex networks using collaborative evolutionary algorithms
    Cog, Anca
    Dumitrescu, D.
    Hirsbrunner, Beat
    ADVANCES IN ARTIFICIAL LIFE, PROCEEDINGS, 2007, 4648 : 886 - +
  • [4] Investigation on Relationship between Complex Networks and Evolutionary Algorithms Dynamics
    Zelinka, Ivan
    NUMERICAL ANALYSIS AND APPLIED MATHEMATICS ICNAAM 2011: INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS, VOLS A-C, 2011, 1389
  • [5] Evolutionary Algorithms Guided by Scale-Free Complex Networks
    Llanos-Mosquera, Jose-Miguel
    Muriel-Lopez, Gerardo-Luis
    Triana-Madrid, Joshua-David
    Bucheli-Guerrero, Victor-Andres
    REVISTA CIENTIFICA, 2022, 44 (02): : 228 - 241
  • [6] Evolutionary algorithms guided by Erdős- Rényi complex networks
    Bucheli, Victor A.
    Pabon, Oswaldo Solarte
    Ordonez, Hugo
    PEERJ COMPUTER SCIENCE, 2024, 10
  • [7] Separated and Overlapping Community Detection in Complex Networks using Multiobjective Evolutionary Algorithms
    Liu, Jing
    Zhong, Weicai
    Abbass, Hussein A.
    Green, David G.
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [8] Knowledge diffusion simulation of knowledge networks: based on complex network evolutionary algorithms
    Li Zhang
    Qifeng Wei
    Yuan Yuan
    Yuxue Li
    Cluster Computing, 2019, 22 : 15255 - 15265
  • [9] Knowledge diffusion simulation of knowledge networks: based on complex network evolutionary algorithms
    Zhang, Li
    Wei, Qifeng
    Yuan, Yuan
    Li, Yuxue
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (Suppl 6): : 15255 - 15265
  • [10] Evolutionary algorithms for training neural networks
    Mohan, Chilukuri K.
    MODELING AND SIMULATION FOR MILITARY APPLICATIONS, 2006, 6228
12345