1/25 Visualizing Social Networks Ryan Yee. 2/25 Plan Introduction and terminology Vizster NodeTrix...
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Transcript of 1/25 Visualizing Social Networks Ryan Yee. 2/25 Plan Introduction and terminology Vizster NodeTrix...
1/25
Visualizing Social Networks
Ryan Yee
2/25
Plan
Introduction and terminology Vizster NodeTrix MatLink Applications to Multi-agent systems
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Terminology
Graph Model G = (V,E)
Graph Visualization Network / Node-Link Adjacency Matrix
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Node-Link
Vertices represented by nodes Edges represented by links
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Adjacency Matrix
Vertices represented by rows/columns Edges represented by cells
Edges are directed
A B C DABCD
A B C DABCD
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Node-link vs. Adjacency Matrix
Much easier to trace path in node-link Much easier to compare degree in matrix
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Problems…?
Social data is: Locally dense Traditional node-link excellent for overall structure
but less so for dense Adjacency excellent for dense structures but not
effective for overall structure
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Vizster: visualizing Online Social Networks (Heer, Boyd)
Visualization of friends Focuses on subset of known friends
Spring-based layout algorithm Spring strength based on vertex degree
Designed for finding clusters
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Vizster: 1 & 2 Degree
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Vizster: path finding
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Vizster: Focus
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Vizster: Searching
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Vizster: Xray Mode 1
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Vizster: Agglomerative Clustering
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Vizster: Xray Mode 2
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NodeTrix: A Hybrid Visualization of Social Networks (Henry, Fekete, McGuffin)
Overall layout is LinLog EnergyBased clustering
By default node-link visualization Interaction used to select subgraph and
transform into adjacency matrix Excellent for viewing clusters
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Nodetrix
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NodeTrix: Bridge Identification
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NodeTrix: Cliques
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MatLink: Enhanced Matrix Visualization for Analyzing Social Networks (Henry, Fekete)
Matlink is a adjacency matrix enhanced with links for the current path Nodes are the “row/columns”
Much easier to follow path Allows reordering of rows/columns:
find cliques easier
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Matlink: NL, MAT, MatLink
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Matlink
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Relation to Multi-agent systems
agents are sociable need to cooperate and communicate in order to
meet a goal Graph visualizations are more scalable than a
ladder visualization ladder visualization is messy for two to three
agents but ladder is used because it expresses time well
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Ladder vs. Node-Link
Alice Bob
what time is it?
5 o'clock
Thanks
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[1] J. Heer and D. Boyd. Vizster: Visualizing Online Social Networks. In Proceedings of the 2005 IEEE Symposium on Information Visualization, pages 33–40, 2005.
[2] N. Henry and J. Fekete. MatLink: Enhanced Matrix Visualization for Analyzing Social Networks. LECTURE NOTES IN COMPUTER SCIENCE, 4663:288, 2007.
[3] N. Henry, J.D. Fekete, and M.J. McGuffin. NodeTrix: A Hybrid Visualization of Social Networks. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, pages 1302–1309, 2007.