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2015 IEEE Pacific Visualization Symposium (PacificVis) (2015)
Hangzhou, China
April 14, 2015 to April 17, 2015
ISBN: 978-1-4673-6879-7
pp: 303-310
Ken Wakita , Tokyo Tech & JST/CREST, Japan
Masanori Takami , Tokyo Tech, Japan
Hiroshi Hosobe , Hosei University, Japan
ABSTRACT
The paper tackles the problems of the “giant hairballs”, the dense and tangled structures often resulting from visualization of large social graphs. Proposed is a high-dimensional rotation technique called AGI3D, combined with an ability to filter elements based on social centrality values. AGI3D is targeted for a high-dimensional embedding of a social graph and its projection onto 3D space. It allows the user to rotate the social graph layout in the high-dimensional space by mouse dragging of a vertex. Its high-dimensional rotation effects give the user an illusion that he/she is destructively reshaping the social graph layout but in reality, it assists the user to find a preferred positioning and direction in the high-dimensional space to look at the internal structure of the social graph layout, keeping it unmodified. A prototype implementation of the proposal called Social Viewpoint Finder is tested with about 70 social graphs and this paper reports four of the analysis results.
INDEX TERMS
Layout, Social network services, Internet, Blogs, Proposals, Visual analytics,Interactive graph visualization, Social graph visualization, Visual analytics, Multi-dimensional scaling
CITATION
Ken Wakita, Masanori Takami, Hiroshi Hosobe, "Interactive high-dimensional visualization of social graphs", 2015 IEEE Pacific Visualization Symposium (PacificVis), vol. 00, no. , pp. 303-310, 2015, doi:10.1109/PACIFICVIS.2015.7156391
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