An open graph visualization system and its applications to software engineering
Software—Practice & Experience - Special issue on discrete algorithm engineering
Graph Visualization and Navigation in Information Visualization: A Survey
IEEE Transactions on Visualization and Computer Graphics
A Bayesian Paradigm for Dynamic Graph Layout
GD '97 Proceedings of the 5th International Symposium on Graph Drawing
Improved Force-Directed Layouts
GD '98 Proceedings of the 6th International Symposium on Graph Drawing
Disconnected Graph Layout and the Polyomino Packing Approach
GD '01 Revised Papers from the 9th International Symposium on Graph Drawing
GD '02 Revised Papers from the 10th International Symposium on Graph Drawing
Visual Unrolling of Network Evolution and the Analysis of Dynamic Discourse
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
The Journal of Machine Learning Research
The Distance-Similarity Metaphor in Region-Display Spatializations
IEEE Computer Graphics and Applications
Visualization of text streams: a survey
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Twitinfo: aggregating and visualizing microblogs for event exploration
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Transferring topical knowledge from auxiliary long texts for short text clustering
Proceedings of the 20th ACM international conference on Information and knowledge management
TextFlow: Towards Better Understanding of Evolving Topics in Text
IEEE Transactions on Visualization and Computer Graphics
TopicNets: Visual Analysis of Large Text Corpora with Topic Modeling
ACM Transactions on Intelligent Systems and Technology (TIST)
GD'05 Proceedings of the 13th international conference on Graph Drawing
Real-Time Visualization of Streaming Text with a Force-Based Dynamic System
IEEE Computer Graphics and Applications
A quantitative comparison of stress-minimization approaches for offline dynamic graph drawing
GD'11 Proceedings of the 19th international conference on Graph Drawing
Embedding, clustering and coloring for dynamic maps
PACIFICVIS '12 Proceedings of the 2012 IEEE Pacific Visualization Symposium
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The many endless rivers of text now available present a serious challenge in the task of gleaning, analyzing and discovering useful information. In this paper, we describe a methodology for visualizing text streams in real-time modeled as a dynamic graph and its derived map. The approach automatically groups similar messages into "countries," with keyword summaries, using semantic analysis, graph clustering and map generation techniques. It handles the need for visual stability across time by dynamic graph layout and Procrustes projection techniques, enhanced with a novel stable component packing algorithm. The result provides a continuous, succinct view of evolving topics of interest. To make these ideas concrete, we describe their application to an online service called TwitterScope.