This valuable source for graduate students and researchers provides a comprehensive introduction to current theories and applications in optimization methods and network models. Contributions to this book are focused on new efficient algorithms and rigorous mathematical theories, which can be used to optimize and analyze mathematical graph structures with massive size and high density induced by natural or artificial complex networks. Applications to social networks, power transmission grids, telecommunication networks, stock market networks, and human brain networks are presented.

Chapters in this book cover the following topics:

  • Linear max min fairness
  • Heuristic approaches for high-quality solutions
  • Efficient approaches for complex multi-criteria optimization problems
  • Comparison of heuristic algorithms
  • New  heuristic iterative local search 
  • Power in network structures
  • Clustering nodes inrandom graphs
  • Power transmission grid structure
  • Network decomposition problems
  • Homogeneity hypothesis testing
  • Network analysis of international migration
  • Social networks with node attributes
  • Testing hypothesis on degree distribution in the market graphs
  • Machine learning applications to human brain network studies

 This proceeding is a result of The 6th International Conference on Network Analysis held at the Higher School of Economics, Nizhny Novgorod in May 2016. The conference brought together scientists and engineers from industry, government, and academia to discuss the links between network analysis and a variety of fields.

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Introduces current theories and applications in optimization methods and network models Contains new efficient algorithms and rigorous mathematical theories Features applications to social networks, power transmission grids, telecommunication networks, stock market networks, and human brain networks Includes supplementary material: sn.pub/extras
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Produktdetaljer

ISBN
9783319860121
Publisert
2018-08-02
Utgiver
Springer International Publishing AG
Høyde
235 mm
Bredde
155 mm
Aldersnivå
Research, P, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
13