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  • This research analyses the development of a complex network in an evolutionary algorithm (EA). The main aim is to evaluate if a complex network is generated in an EA, and how the population can be evaluated when the objective is to optimise an NP-hard combinatorial optimisation problem. The population is evaluated as a complex network over a number of generations, and different attributes such as adjacency graph, minimal cut, degree centrality, closeness centrality, betweenness centrality, k-Clique, k-Club, k-Clan and community graph plots are analysed. From the results, it can be concluded that an EA population does behave like a complex network, and therefore can be analysed as such, in order to obtain information about population development.
  • This research analyses the development of a complex network in an evolutionary algorithm (EA). The main aim is to evaluate if a complex network is generated in an EA, and how the population can be evaluated when the objective is to optimise an NP-hard combinatorial optimisation problem. The population is evaluated as a complex network over a number of generations, and different attributes such as adjacency graph, minimal cut, degree centrality, closeness centrality, betweenness centrality, k-Clique, k-Club, k-Clan and community graph plots are analysed. From the results, it can be concluded that an EA population does behave like a complex network, and therefore can be analysed as such, in order to obtain information about population development. (en)
Title
  • Complex Network Analysis of Evolutionary Algorithms Applied to Combinatorial Optimisation Problem
  • Complex Network Analysis of Evolutionary Algorithms Applied to Combinatorial Optimisation Problem (en)
skos:prefLabel
  • Complex Network Analysis of Evolutionary Algorithms Applied to Combinatorial Optimisation Problem
  • Complex Network Analysis of Evolutionary Algorithms Applied to Combinatorial Optimisation Problem (en)
skos:notation
  • RIV/70883521:28140/14:43872695!RIV15-MSM-28140___
http://linked.open...avai/riv/aktivita
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  • P(ED2.1.00/03.0089), P(EE.2.3.20.0072), P(EE.2.3.20.0073), P(GA13-08195S), S
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  • 8370
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  • RIV/70883521:28140/14:43872695
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  • Combinatorial optimization, Evolutionary Algorithms, Complex networks (en)
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http://linked.open...ontrolniKodProRIV
  • [FFEF67381C58]
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  • Ostrava
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  • Heidelberg
http://linked.open...i/riv/nazevZdroje
  • Proceedings of the Fifth International Cnference on Innovations in Bio-Inspired Computing and Applications
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  • Zelinka, Ivan
  • Šenkeřík, Roman
  • Davendra, Donald
  • Pluháček, Michal
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http://linked.open.../riv/zahajeniAkce
issn
  • 2194-5357
number of pages
http://bibframe.org/vocab/doi
  • 10.1007/978-3-319-08156-4_15
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  • Springer-Verlag. Berlin
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  • 978-3-319-08155-7
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  • 28140
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