Time-Varying Data Analysis and Visualization

 
 

One major factor that is contributing to the growth of data size is the increasingly widespread ability to perform very large scale time-varying simulations. Although intensive research has been undertaken to optimize the performance of visualizing very large data sets, there remain many challenges for us to perform thorough analysis for large scale time-varying data sets. For the past ten years, the GRAVITY Research Group has strived to perform a comprehensive study of  end-to-end solutions to facilitate efficient and effective analysis of large-scale time-varying data. The focus of our research include:


  1. Temporal Trend Analysis and Visualization

  2. Time-Varying Feature Tracking

  3. Transfer Function Design for Time-Varying Volume Rendering

  4. Efficient Rendering of Time-Varying Data

  5. Data Representations and Indexing for Time-Varying Data

 

Publications on Time-Varying Data Analysis and Visualization

Multivariate Temporal Trend Analysis


Teng-yok Lee and Han-Wei Shen. Visualization and exploration of temporal trend relationships in multivariate time-varying data. IEEE Transactions on Visualization and Computer Graphics, 15(6):1359-1366, Nov 2009.

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Temporal Trend Analysis using DTW


Teng-yok Lee and Han-Wei Shen. Visualizing time-varying features with tac-based distance fields. In PacificVis '09: Proceedings of IEEE Pacific Visualization Symposium 2009, pages 1-8, 2009.

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Trend Analysis and Visualization

Interface for Temporal Trend Analysis


Jonathan Woodring and Han-Wei Shen. Multi-scale time activity data exploration via temporal clustering visualization spreadsheet. IEEE Transactions on Visualization and Computer Graphics, 15(1):123-137, Jan 2009.

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Time-Varying Feature Tracking

Feature Tracking using Earth Mover’s Distance


Guangfeng Ji and Han-Wei Shen. Feature tracking using earth mover's distance and global optimization. In PG'06: Proceedings of the Pacific Graphics 2006, 2006.

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Feature Correspondence


Guangfeng Ji and Han-Wei Shen. Efficient isosurface tracking using precomputed correspondence table. In Proceedings of the Eurographics/IEEE VGTC Symposium on Visualization 2004, pages 283-292, 2004.

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4D Isosurfaces


Guangfeng Ji, Han-Wei Shen, and Rephael Wenger. Volume tracking using higher dimensional isosurfacing. In Vis '03: Proceedings of the IEEE Visualization 2003, pages 209-216, 2003.

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Rendering of Time-Varying Data

Time-Varying Data in Medical Applications


Teng-Yok Lee, Abon Chaudhuri, Fatih Poikli, and Han-Wei Shen March 2010. Cyclestack: Inferring periodic behavior via temporal sequenc visualization in ultrasound video. In PacificVis '10: Proceedings of IEEE Pacific Visualization Sympoisum 2010, pages 89-96, Mar. 2010.

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Transfer Functions Design


Jonathan Woodring and Han-Wei Shen. Semi-automatic time-series transfer functions via temporal clustering and sequencing. Computer Graphics Forum, 28(3):791-198, June 2009.

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Interactive Storyboard


Aidong Lu and Han-Wei Shen. Interactive storyboard for overall time-varying data visualization. In PacificVis '08: Proceedings of IEEE Pacific Visualization Symposium 2008, pages 143-150, 2008.

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View Selection for Time-Varying Volume Rendering


Guangfeng Ji and Han-Wei Shen. Dynamic view selection for time varying volumes. IEEE Transactions on Visualization and Computer Graphics (Proceedings of the Visualization / Information Visualization 2006), 12(5):1109-1116, 2006.

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Comparative Visualization


Jonathan Woodring and Han-Wei Shen. Multi-variate, time varying, and comparative visualization with contextual cues. IEEE Transactions on Visualization and Computer Graphics (Proceedings of the Visualization / Information Visualization 2006), 12(5):909-916, 2006.

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High Dimensional Volume Rendering


Jonathan Woodring, Chaoli Wang, and Han-Wei Shen. High dimensional direct rendering of time-varying volumetric data. In Vis '03: Proceedings of the IEEE Visualization 2003, pages 417-424, 2003.

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Jonathan Woodring and Han-Wei Shen. Chronovolumes: a direct rendering technique for visualizing time-varying data. In VG '03: Proceedings of the Eurographics/IEEE VGTC Workshop on Volume Graphics 2003, pages 27-34. ACM Press New York, NY, USA, 2003.

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Data Representations and Indexing

Spatio-Temporal Trees


Zhiyan Du, Yi-Jen Chiang, and Han-Wei Shen. Out-of-core rendering for time-varying fields using a space-partitioning time tree (spt). In PacificVis '09: Proceedings of IEEE Pacific Visualization Symposium 2009, pages 73-80, 2009.

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Wavelets and Multiresolution Data Hierarchy


Chaoli Wang, Jinzhu Gao, Liya Li, and Han-Wei Shen. A multiresolution volume rendering framework for large-scale time-varying data visualization. In VG '05: Proceedings of the Eurographics/IEEE VGTC Workshop on Volume Graphics 2005, pages 11-19, 2005.

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Visibility Culling


Jinzhu Gao, Han-Wei Shen, Jian Huang, and James Arthur Kohl. Visibility culling for time-varying volume rendering using temporal occlusion coherence. In Vis '04: Proceedings of the IEEE Visualization 2004, pages 147-154. IEEE Computer Society Washington, DC, USA, 2004.

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Accelerated Hardware Volume Rendering


David Ellsworth, Ling-Jen Chiang, and Han-Wei Shen. Accelerating time-varying hardware volume rendering using tsp trees and color-based error metrics. In Proceedings of the IEEE Symposium on Volume Visualization 2000, pages 119-128. ACM Press New York, NY, USA, 2000.

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Data Compression


Kwan-Liu Ma and Han-Wei Shen. Compression and accelerated rendering of time-varying volume data. In Proceedings of the International Computer Symposium-Workshop on Computer Graphics and Virtual Reality 2000, pages 82-89, 2000.

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Time-Space Partitioning Trees


Han-Wei Shen, Ling-Jen Chiang, and Kwan-Liu Ma. A fast volume rendering algorithm for time-varying fields using a time-space partitioning (tsp) tree. In Vis '99: Proceedings of the IEEE Visualization 1999, pages 371-377. IEEE Computer Society Press Los Alamitos, CA, USA, 1999.

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Time-Varying Isosurfaces


Han-Wei Shen. Isosurface extraction in time-varying fields using a temporal hierarchical index tree. In Vis '98: Proceedings of the IEEE Visualization 1998, pages 159-166, 1998.

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Differential Volume Rendering (my first IEEE Visualization paper)


Han-Wei Shen and Christopher R. Johnson. Differential volume rendering: a fast volume visualizationtechnique for flow animation. In Vis '94: Proceedings of the IEEE Visualization 1994, pages 180-187, 1994.

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