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A fast multi-level layout for social network visualization

  • Du Xiaolin*
  • , Yunming Ye
  • , Yueping Li
  • , Song Ge
  • *Corresponding author for this work
  • Harbin Institute of Technology Shenzhen
  • Shenzhen Polytechnic

Research output: Contribution to journalArticlepeer-review

Abstract

We describe a fast multi-level layout for visualizing social networks, which can visualize social networks high quality and rapidly. There are two innovations in our fast multi-level layout. Firstly, we proposed a new graph multi-layered compression method based on random walk. The multi-layered compression process groups vertices to form “planet” systems and then abstract these “planet” systems as new vertices to define a new graph and is repeated until the graph size falls below some threshold. And we also proposed a new single level force-directed layout based on sampling. The multi-level layout process can be accelerated based on these two innovations. Finally, we have evaluated our layout on several well-known data sets. The experimental results show that our layout outperforms the state-of-the-art method.

Original languageEnglish
Pages (from-to)167-180
Number of pages14
JournalInternational Journal of Multimedia and Ubiquitous Engineering
Volume9
Issue number12
DOIs
StatePublished - 2014
Externally publishedYes

Keywords

  • Graph compression
  • Multi-level layout
  • Random walk
  • Sampling

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