ArXiv.org · 2003 · 18 citations · 11 references
ComputingVisualizationData VisualizationInformation VisualizationNetwork VisualizationCommunity DetectionCommunity StructureCommunity VisualizationOnline CommunitiesSocial Network AnalysisWeb MiningClustering Of Web DocumentsCommunity Structure VisualizationComplex Network AnalysisComplex Network TheoryComplex NetworksSelf-organizing Map VisualizationSelf-organizing Maps
Websites of a particular class form increasingly complex networks, and new tools are needed to map and understand them. A way of visualizing this complex network is by mapping it. A map highlights which members of the community have similar interests, and reveals the underlying social network. In this paper, we will map a network of websites using Kohonen's self-organizing map (SOM), a neural-net like method generally used for clustering and visualization of complex data sets. The set of websites considered has been the Blogalia weblog hosting site (based at http://www.blogalia.com/), a thriving community of around 200 members, created in January 2002. In this paper we show how SOM discovers interesting community features, its relation with other community-discovering algorithms, and the way it highlights the set of communities formed over the network.
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Teuvo Kohonen · Proceedings of the IEEE · 1990 · 8.2K citations
Self-organization of orientation sensitive cells in the striate cortex
Chr. von der Malsburg · Kybernetik · 1973 · 1.5K citations
Efficient identification of Web communities
Gary William Flake, Steve Lawrence, C. Lee Giles · 2000 · 809 citations · Full text