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Exploring Large Social NetworksNathalie Henry
French co-supervisorDr. Jean-Daniel Fekete
INRIA / LRI University of Paris-Sud (Orsay)
Australian co-supervisorPr. Peter Eades
NICTAUniversity of Sydney
October 13, 2006 Nathalie HenryDoctoral Consortium
2
Useful Resources
• Task Taxonomyhttp://www.infovis-wiki.net/index.php/Tasks_Taxonomy_for_Graphs
• Choosing Datasets for Experimentshttp://www.infovis-wiki.net/index.php/Evaluationhttp://www.infovis-wiki.net/index.php/Social_Network_Generation
• Participatory Design Workshophttp://insitu.lri.fr/~nhenry/MatrixExplorer.html
October 13, 2006 Nathalie HenryDoctoral Consortium
3
Social Networks
Introduction Approach Related Work PhD Work Next?
Vizster [Heer 2006]
Infovis Co-authoring Network [Börner et al. 2004]
October 13, 2006 Nathalie HenryDoctoral Consortium
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When loading a dataset…
Introduction Approach Related Work PhD Work Next?
Infovis Co-Authoring Network (not filtered, with spring layout)
Around 4000 Persons referred in administrative documents (from N. Dufournaud)
October 13, 2006 Nathalie HenryDoctoral Consortium
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Approach• Participatory Design
• What Social Science researchers– Use? (representations, software)– Analyze? (datasets)– Do? (tasks, exploration process)– Want? (aspiration)
Observation
Brainstorming
Prototyping
Evaluation
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
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Outcomes
• Multiple Representations
• Interaction…
… to support the Exploration
Introduction Approach Related Work PhD Work Next?
Pictures and Video from the PD workshop at http://insitu.lri.fr/~nhenry/MatrixExplorer.html
October 13, 2006 Nathalie HenryDoctoral Consortium
7
Social Network Visualization• Ego-centered systems
– Vizster, flickerGraph, …
• Systems designed for analysts Around 50, referred in INSNA– Very large majority based on Node-Link Diagrams– Require Programming Skills or System expertise
• Recent Interactive Visual Systems– Give up overview
• Interactive navigation• Visualization of Network Properties (& visual queries)
Introduction Approach Related Work PhD Work Next?
VizsterJUNG, Tulip
Pajek
TreePlusNetLens
October 13, 2006 Nathalie HenryDoctoral Consortium
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Matrix Visualization
A
C
B D
A B C D
A
B
C
D
X
X
X X X
• Navigation
Introduction Approach Related Work PhD Work Next?
Bertin 1967
Becker et al. 1995Abello and Van Ham. 2004
Van Ham et al. 2003
Ghoniem et al. 2005
October 13, 2006 Nathalie HenryDoctoral Consortium
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PhD Thesis OutlineParticipatory Design
– Exploration Requirements– Tasks Taxonomy
Multiple Representations– Synchronised– Augmented
Interaction– Layout– Navigation– Manipulation
Introduction Approach Related Work PhD Work Next?
Exploration– Guiding the exploration– Visualizing the exploration
Evaluation– Evaluating representations’
readability– Longitudinal study
Work Done Work To Do
October 13, 2006 Nathalie HenryDoctoral Consortium
10
Multiple Representations
• Synchronized [Infovis 2006]
• Augmented [submitted]
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
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Sychronized Representations
• Matrices– No edge crossing– No node overlapping– Fast navigation– Fast manipulation
• Node-links– Intuitive– Compact– Good for path
following task
To Explore
For closer analysis or special tasks
To Communicate
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
12
Augmented Representation
• Matrices’ weakness– Following paths [ghoniem et al.]
• Matrices Augmented with Links
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
13
PhD Thesis OutlineParticipatory Design
– Exploration Requirements– Tasks Taxonomy
Multiple Representations– Synchronised– Augmented
Interaction– Layout– Navigation– Manipulation
Introduction Approach Related Work PhD Work Next?
Exploration– Guiding the exploration– Visualizing the exploration
Evaluation– Evaluating representations’
readability– Longitudinal study
Work Done Work To Do
October 13, 2006 Nathalie HenryDoctoral Consortium
14
Interaction
• Reordering matrices– Ordering algorithm based on the Traveling Salesman Problem
– Evaluating ordering readability [Beliv 2006]
– Survey and Comparison– Ordering Multivariate Graphs
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
15
Interaction
• Navigation & Manipulation– Interactive & Approximate clustering
– Aggregation– Multi-scale Navigation
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
16
PhD Thesis OutlineParticipatory Design
– Exploration Requirements– Tasks Taxonomy
Multiple Representations– Synchronised– Augmented
Interaction– Layout– Navigation– Manipulation
Introduction Approach Related Work PhD Work Next?
Exploration– Guiding the exploration– Visualizing the exploration
Evaluation– Evaluating representations’
readability– Longitudinal study
Work Done Work To Do
October 13, 2006 Nathalie HenryDoctoral Consortium
17
Exploration• Interact to Explore
– Proposing interactive layout, clusterings…
• Guiding the exploration– Rank Layouts by Features
• Visualizing the exploration process– History
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
18
PhD Thesis OutlineParticipatory Design
– Exploration Requirements– Tasks Taxonomy
Multiple Representations– Synchronised– Augmented
Interaction– Layout– Navigation– Manipulation
Introduction Approach Related Work PhD Work Next?
Exploration– Guiding the exploration– Visualizing the exploration
Evaluation– Evaluating representations’
readability– Longitudinal study
Work Done Work To Do
October 13, 2006 Nathalie HenryDoctoral Consortium
19
Evaluation• Evaluating Visualizations’ Readability
(2 workshop papers at Beliv)– Task Taxonomy http://www.infovis-wiki.net/index.php/Tasks_Taxonomy_for_Graphs
– Datasets http://www.infovis-wiki.net/index.php/Social_Network_Generation
• Longitudinal Study– What is the exploration process?
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
20
Publications• Accepted
– MatrixExplorer: a Dual-Representation System to Explore Social NetworksNathalie Henry and Jean-Daniel Fekete, IEEE Transactions on Visualization and Computer Graphics (Proceedings Visualization / Information Visualization 2006), 12(5):8 pages, to be published, September-October 2006. [Sel: 24/104 (24%)]
– Task Taxonomy for Graph Visualization (Workshop)Catherine Plaisant, Bongshin Lee, Cynthia Sims Parr, Jean-Daniel Fekete and Nathalie Henry, In BEyond time and errors: novel evaLuation methods for Information Visualization (BELIV'06) , Venice, Italy, May 2006, to be published.
– Evaluating Visual Table Data Understanding (Workshop)Nathalie Henry and Jean-Daniel Fekete, In BEyond time and errors: novel evaLuation methods for Information Visualization (BELIV'06), Venice, Italy, May 2006, to be published.
– MatrixExplorer: Un système pour l'analyse exploratoire de réseaux sociauxNathalie Henry and Jean-Daniel Fekete, In Proceedings of IHM2006, International Conference Proceedings Series, Septembre 2006, Montréal, Canada. pp. 67-74. ACM Press. [Sel: 19/46 (41%)]
• Submitted– MatLink: Enhanced Matrix Visualization for Analyzing Social Networks
Nathalie Henry and Jean-Daniel Fekete
• Planned– Matrix Reordering: a survey and a comparison (Journal)– An analysis of the publications in HCI (Journal)– Re-Ordering matrices for multivariate graphs (Conference)
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
21
What’s next?…if I had another PhD…
• Social Networks comparison
• Social Networks over Time– Layout– Navigation– Animation
Introduction Approach Related Work PhD Work Next?
October 13, 2006 Nathalie HenryDoctoral Consortium
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Videoshttp://insitu.lri.fr/~nhenry/infovis/IHM2006/