2009 · 43 citations · 7 references
ComputingComputer ScienceVisualizationData VisualizationInformation RetrievalInformation VisualizationCluster VisualizationDocument ClusteringText ClusteringText VisualizationClustering Of Web DocumentsSelf-organizing MapsSocial TaggingTagging SystemsWeb Information Extraction
Social tagging systems are becoming an interesting way to retrieve web information from previously annotated data. These sites present a tag cloud made up by the most popular tags, where neither tag grouping nor their corresponding content is considered. We present a methodology to obtain and visualize a cloud of related tags based on the use of self-organizing maps, and where the relations among tags are established taking into account the textual content of tagged documents. Each map unit can be represented by the most relevant terms of the tags it contains, so that it is possible to study and analyze the groups as well as to visualize and navigate through the relevant terms and tags.
7
Clustering of the self-organizing map
Juha Vesanto, Esa Alhoniemi · IEEE Transactions on Neural Networks · 2000 · 2.7K citations
Exploring social annotations for the semantic web
Inducing Ontology from Flickr Tags
Patrick Schmitz · 2006 · 309 citations