A linear iteration time layout algorithm for visualising high-dimensional data
Proceedings of the 7th conference on Visualization '96
Multivariate visualization using metric scaling
VIS '97 Proceedings of the 8th conference on Visualization '97
Clumping properties of content-bearing words
Journal of the American Society for Information Science
The ecological approach to text visualization
Journal of the American Society for Information Science - Speical issue on integrating mutiple overlapping metadata standards
Hancock: a language for extracting signatures from data streams
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining high-speed data streams
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Continuous queries over data streams
ACM SIGMOD Record
Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries
Proceedings of the 27th International Conference on Very Large Data Bases
The STARLIGHT information visualization system
IV '97 Proceedings of the IEEE Conference on Information Visualisation
Visualizing the non-visual: spatial analysis and interaction with information from text documents
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Animating multidimensional scaling to visualize N-dimensional data sets
INFOVIS '96 Proceedings of the 1996 IEEE Symposium on Information Visualization (INFOVIS '96)
Evaluating a Visualization of Image Similarity as a Tool for Image Browsing
INFOVIS '99 Proceedings of the 1999 IEEE Symposium on Information Visualization
A Hybrid Layout Algorithm for Sub-Quadratic Multidimensional Scaling
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
Streaming-Data Algorithms for High-Quality Clustering
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
A Nonlinear Mapping for Data Structure Analysis
IEEE Transactions on Computers
Visualizing Live Text Streams Using Motion and Temporal Pooling
IEEE Computer Graphics and Applications
Top 10 Unsolved Information Visualization Problems
IEEE Computer Graphics and Applications
Summarizing Dynamic Bipolar Conflict Structures
IEEE Transactions on Visualization and Computer Graphics
Assisting decision making in the event-driven enterprise using wavelets
Decision Support Systems
An incremental space to visualize dynamic data sets
Multimedia Tools 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
Visual exploration of stream pattern changes using a data-driven framework
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
Watch the Story Unfold with TextWheel: Visualization of Large-Scale News Streams
ACM Transactions on Intelligent Systems and Technology (TIST)
Visualization of temporal text collections based on Correspondence Analysis
Expert Systems with Applications: An International Journal
Keeping up with friends' updates on facebook
CRIWG'12 Proceedings of the 18th international conference on Collaboration and Technology
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We introduce two dynamic visualization techniques using multi-dimensional scaling to analyze transient data streams such as newswires and remote sensing imagery. While the time-sensitive nature of these data streams requires immediate attention in many applications, the unpredictable and unbounded characteristics of this information can potentially overwhelm many scaling algorithms that require a full re-computation for every update. We present an adaptive visualization technique based on data stratification to ingest stream information adaptively when influx rate exceeds processing rate. We also describe an incremental visualization technique based on data fusion to project new information directly onto a visualization subspace spanned by the singular vectors of the previously processed neighboring data. The ultimate goal is to leverage the value of legacy and new information and minimize re-processing of the entire dataset in full resolution. We demonstrate these dynamic visualization results using a newswire corpus and a remote sensing imagery sequence.