Exploring Large Social Networks Nathalie Henry [email protected] French co-supervisor Dr. Jean-Daniel Fekete INRIA / LRI University of Paris-Sud (Orsay) Australian co-supervisor Pr.
Download ReportTranscript Exploring Large Social Networks Nathalie Henry [email protected] French co-supervisor Dr. Jean-Daniel Fekete INRIA / LRI University of Paris-Sud (Orsay) Australian co-supervisor Pr.
Exploring Large Social Networks Nathalie Henry [email protected] French co-supervisor Dr. Jean-Daniel Fekete INRIA / LRI University of Paris-Sud (Orsay) Australian co-supervisor Pr. Peter Eades NICTA University of Sydney Useful Resources • Task Taxonomy http://www.infovis-wiki.net/index.php/Tasks_Taxonomy_for_Graphs • Choosing Datasets for Experiments http://www.infovis-wiki.net/index.php/Evaluation http://www.infovis-wiki.net/index.php/Social_Network_Generation • Participatory Design Workshop http://insitu.lri.fr/~nhenry/MatrixExplorer.html October 13, 2006 Nathalie Henry Doctoral Consortium 2 Introduction Approach Related Work PhD Work Next? Social Networks Vizster [Heer 2006] Infovis Co-authoring Network [Börner et al. 2004] October 13, 2006 Nathalie Henry Doctoral Consortium 3 Introduction Approach Related Work PhD Work Next? When loading a dataset… Infovis Co-Authoring Network (not filtered, with spring layout) October 13, 2006 Nathalie Henry Doctoral Consortium Around 4000 Persons referred in administrative documents (from N. Dufournaud) 4 Introduction Approach Related Work PhD Work Next? Approach • Participatory Design Observation Evaluation Brainstorming Prototyping • What Social Science researchers – – – – October 13, 2006 Use? (representations, software) Analyze? (datasets) Do? (tasks, exploration process) Want? (aspiration) Nathalie Henry Doctoral Consortium 5 Introduction Approach Related Work PhD Work Next? Outcomes • Multiple Representations • Interaction… … to support the Exploration Pictures and Video from the PD workshop at http://insitu.lri.fr/~nhenry/MatrixExplorer.html October 13, 2006 Nathalie Henry Doctoral Consortium 6 Introduction Approach Related Work PhD Work Next? Social Network Visualization Vizster • Ego-centered systems JUNG, Tulip – 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 Pajek – Give up overview • Interactive navigation • Visualization of Network Properties (& visual queries) October 13, 2006 Nathalie Henry Doctoral Consortium TreePlus NetLens 7 Introduction Approach Related Work PhD Work Next? A A Matrix Visualization C A X X X B X C B D B C D X D Ghoniem et al. 2005 Bertin 1967 • Navigation Van Ham et al. 2003 Abello and Van Ham. 2004 Becker et al. 1995 October 13, 2006 Nathalie Henry Doctoral Consortium 8 Introduction Approach Related Work PhD Work Next? PhD Thesis Outline Participatory Design Exploration – Exploration Requirements – Tasks Taxonomy Multiple Representations – Guiding the exploration – Visualizing the exploration Evaluation – Synchronised – Augmented – Evaluating representations’ readability – Longitudinal study Interaction – Layout – Navigation – Manipulation Work Done Work To Do October 13, 2006 Nathalie Henry Doctoral Consortium 9 Introduction Approach Related Work PhD Work Next? Multiple Representations • Synchronized • Augmented [Infovis 2006] [submitted] October 13, 2006 Nathalie Henry Doctoral Consortium 10 Introduction Approach Related Work PhD Work Next? Sychronized Representations • Node-links • Matrices – – – – No edge crossing No node overlapping Fast navigation Fast manipulation To Explore – Intuitive – Compact – Good for path following task For closer analysis or special tasks To Communicate October 13, 2006 Nathalie Henry Doctoral Consortium 11 Introduction Approach Related Work PhD Work Next? Augmented Representation • Matrices’ weakness – Following paths [ghoniem et al.] • Matrices Augmented with Links October 13, 2006 Nathalie Henry Doctoral Consortium 12 Introduction Approach Related Work PhD Work Next? PhD Thesis Outline Participatory Design Exploration – Exploration Requirements – Tasks Taxonomy Multiple Representations – Guiding the exploration – Visualizing the exploration Evaluation – Synchronised – Augmented – Evaluating representations’ readability – Longitudinal study Interaction – Layout – Navigation – Manipulation Work Done Work To Do October 13, 2006 Nathalie Henry Doctoral Consortium 13 Introduction Approach Related Work PhD Work Next? Interaction • Reordering matrices – Ordering algorithm based on the Traveling Salesman Problem – Evaluating ordering readability [Beliv 2006] – Survey and Comparison – Ordering Multivariate Graphs October 13, 2006 Nathalie Henry Doctoral Consortium 14 Introduction Approach Related Work PhD Work Next? Interaction • Navigation & Manipulation – Interactive & Approximate clustering – Aggregation – Multi-scale Navigation October 13, 2006 Nathalie Henry Doctoral Consortium 15 Introduction Approach Related Work PhD Work Next? PhD Thesis Outline Participatory Design Exploration – Exploration Requirements – Tasks Taxonomy Multiple Representations – Guiding the exploration – Visualizing the exploration Evaluation – Synchronised – Augmented – Evaluating representations’ readability – Longitudinal study Interaction – Layout – Navigation – Manipulation Work Done Work To Do October 13, 2006 Nathalie Henry Doctoral Consortium 16 Introduction Approach Related Work PhD Work Next? Exploration • Interact to Explore – Proposing interactive layout, clusterings… • Guiding the exploration – Rank Layouts by Features • Visualizing the exploration process – History October 13, 2006 Nathalie Henry Doctoral Consortium 17 Introduction Approach Related Work PhD Work Next? PhD Thesis Outline Participatory Design Exploration – Exploration Requirements – Tasks Taxonomy Multiple Representations – Guiding the exploration – Visualizing the exploration Evaluation – Synchronised – Augmented – Evaluating representations’ readability – Longitudinal study Interaction – Layout – Navigation – Manipulation Work Done Work To Do October 13, 2006 Nathalie Henry Doctoral Consortium 18 Introduction Approach Related Work PhD Work Next? 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? October 13, 2006 Nathalie Henry Doctoral Consortium 19 Introduction Approach Related Work PhD Work Next? Publications • Accepted – – – – • Submitted – • MatrixExplorer: a Dual-Representation System to Explore Social Networks Nathalie 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 sociaux Nathalie 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%)] MatLink: Enhanced Matrix Visualization for Analyzing Social Networks Nathalie Henry and Jean-Daniel Fekete Planned – – – October 13, 2006 Matrix Reordering: a survey and a comparison (Journal) An analysis of the publications in HCI (Journal) Re-Ordering matrices for multivariate graphs (Conference) Nathalie Henry Doctoral Consortium 20 Introduction Approach Related Work PhD Work Next? What’s next? …if I had another PhD… • Social Networks comparison • Social Networks over Time – Layout – Navigation – Animation October 13, 2006 Nathalie Henry Doctoral Consortium 21 Videos http://insitu.lri.fr/~nhenry/infovis/IHM2006/ October 13, 2006 Nathalie Henry Doctoral Consortium 22