Project A01

A01 | Uncertainty Quantification and Analysis in Visual Computing

Prof. Daniel Weiskopf, Universität Stuttgart
Email | Website

Prof. Oliver Deussen, Universität Konstanz
Email | Website

Prof. Ulrik Brandes, University of Konstanz, ETH Zürich
Email | Website

Prof. Thomas Ertl, Universität Stuttgart
Email | Website

Christoph Schulz, Universität Stuttgart – Email | Website

Jochen Görtler, Universität Konstanz – Email | Website

About this project
Results

Our long-term goal is the modeling, handling, and quantification of uncertainty throughout the complete visual computing process, from visual-computing specific models of uncertainty to the visual representation of, and interaction with, uncertainty information. We aim to investigate models and methods for quantifying individual sources of uncertainty, the propagation of uncertainty through the visual computing pipeline, and the impact of uncertainty on the components of the visual computing process. Furthermore, we will advance the visualization and visual analytics of uncertainty, and investigate several different application examples.

Research Questions

How can we integrate and combine the different aspects of uncertainty in the various subareas of visual computing?

Can we model the flow and transformation of uncertainty through the visual computing pipeline?

Can we incorporate uncertainty in the visual computing stages and represent their effects on those stages?

Can we support visual analytics of uncertainty?

Texture-based technique to visualize uncertainty of time dependend particle positions along streamlines.

Flow Radar Glyphs.

Publications

C. Schulz, M. Burch, and D. Weiskopf, Visual Data Cleansing of Eye Tracking Data. 2015.
- BibTeX
@standard{schulz2015visual, author = {Schulz, Christoph and Burch, Michael and Weiskopf, Daniel}, editor = {ETVIS, 2015}, privnote = {Paper (Nur Abstract-Review)}, title = {Visual Data Cleansing of Eye Tracking Data}, year = 2015 }
K. Kurzhals, M. Hlawatsch, M. Burch, and D. Weiskopf, “Fixation-Image Charts,” in ETRA, 2016, vol. Proceedings of the Symposium on Eye Tracking Research & Applications, no. 1, pp. 11–18.
- BibTeX
- Link
@inproceedings{kurzhals2016fixationimage, author = {Kurzhals, Kuno and Hlawatsch, Marcel and Burch, Michael and Weiskopf, Daniel}, booktitle = {ETRA}, number = 1, pages = {11-18}, publisher = {ACM}, title = {Fixation-Image Charts}, url = {http://dblp.uni-trier.de/db/conf/etra/etra2016.html#KurzhalsHBW16}, volume = {Proceedings of the Symposium on Eye Tracking Research & Applications}, year = 2016 }
J. Görtler, M. Spicker, C. Schulz, D. Weiskopf, and O. Deussen, “Stippling of 2D scalar fields,” in IEEE Trans. Vis. Comput. Graph., 2019.
- BibTeX
@inproceedings{gortler2019stippling, author = {Görtler, J. and Spicker, M. and Schulz, C. and Weiskopf, D. and Deussen, O.}, booktitle = {IEEE Trans. Vis. Comput. Graph.}, note = {accepted for PacificVis 2019}, privnote = {accepted for PacificVis 2019}, title = {Stippling of 2D scalar fields}, year = 2019 }
C. Schulz et al., “Generative Data Models for Validation and Evaluation of Visualization Techniques.,” in BELIV Workshop 2016, 2016, pp. 112--124.
- BibTeX
- Link
@inproceedings{schulz2016generative, author = {Schulz, Christoph and Nocaj, Arlind and El-Assady, Mennatallah and Frey, Steffen and Hlawatsch, Marcel and Hund, Michael and Karch, Grzegorz Karol and Netzel, Rudolf and Schätzle, Christin and Butt, Miriam and Keim, Daniel A. and Ertl, Thomas and Brandes, Ulrik and Weiskopf, Daniel}, booktitle = {BELIV Workshop 2016}, doi = {10.1145/2993901.2993907}, pages = {112--124}, title = {Generative Data Models for Validation and Evaluation of Visualization Techniques.}, url = {http://dx.doi.org/10.1145/2993901.2993907}, year = 2016 }
D. Weiskopf, M. Burch, L. L. Chuang, B. Fischer, and A. Schmidt, Eye Tracking and Visualization: Foundations, Techniques, and Applications. Berlin, Heidelberg: Springer, 2016.
- BibTeX
@book{weiskopf2016tracking, address = {Berlin, Heidelberg}, author = {Weiskopf, D. and Burch, M. and Chuang, L. L. and Fischer, B. and Schmidt, A.}, publisher = {Springer}, title = {Eye Tracking and Visualization: Foundations, Techniques, and Applications}, year = 2016 }
T. Blascheck, F. Beck, S. Baltes, T. Ertl, and D. Weiskopf, “Visual Analysis and Coding of Data-Rich User Behavior,” 2016.
- BibTeX
@inproceedings{blascheck2016appear, author = {Blascheck, Tanja and Beck, Fabian and Baltes, Sebastian and Ertl, Thomas and Weiskopf, Daniel}, editor = {IEEE Conference on Visual Analytics Science & Technology, 2016}, title = {Visual Analysis and Coding of Data-Rich User Behavior}, year = 2016 }
J. Goertler, C. Schulz, O. Deussen, and D. Weiskopf, “Bubble Treemaps for Uncertainty Visualization,” IEEE Transactions on Visualization and Computer Graphics, 2018.
- BibTeX
@article{goertler2018bubble, author = {Goertler, Jochen and Schulz, Christoph and Deussen, Oliver and Weiskopf, Daniel}, journal = {IEEE Transactions on Visualization and Computer Graphics }, title = {Bubble Treemaps for Uncertainty Visualization}, year = 2018 }
J. Görtler, R. Kehlbeck, and O. Deussen, “A visual exploration of Gaussian processes,” in Proceedings of the Workshop on Visualization for AI Explainability (VISxAI), 2018.
- BibTeX
@inproceedings{gortler2018visual, author = {Görtler, J. and Kehlbeck, R. and Deussen, O.}, booktitle = {Proceedings of the Workshop on Visualization for AI Explainability (VISxAI)}, eventtitle = {IEEE VIS}, title = {A visual exploration of Gaussian processes}, year = 2018 }
C. Schulz, M. Burch, F. Beck, and D. Weiskopf, “Visual Data Cleansing of Low-Level Eye Tracking Data,” in Extended Papers of ETVIS 2015, 2016.
- BibTeX
@inbook{schulz2016visual, author = {Schulz, Christoph and Burch, Michael and Beck, Fabian and Weiskopf, Daniel}, journal = {Extended Papers of ETVIS 2015}, title = {Visual Data Cleansing of Low-Level Eye Tracking Data}, year = 2016 }
Y. Wang, Z. Wang, C.-W. Fu, H. Schmauder, O. Deussen, and D. Weiskopf, “Image-based aspect ratio selection,” IEEE Transactions on Visualization and Computer Graphics, vol. 25, no. 1, 2019.
- BibTeX
@article{wang2019imagebased, author = {Wang, Y. and Wang, Z. and Fu, C.-W. and Schmauder, H. and Deussen, O. and Weiskopf, D.}, doi = {10.1109/TVCG.2018.2865266}, journal = {IEEE Transactions on Visualization and Computer Graphics}, number = 1, title = {Image-based aspect ratio selection}, volume = 25, year = 2019 }
C. Schulz, A. Nocaj, J. Goertler, O. Deussen, U. Brandes, and D. Weiskopf, “Probabilistic Graph Layout for Uncertain Network Visualization,” vol. 23, no. 1, 2017.
- BibTeX
- Link
@article{schulz2016appear, author = {Schulz, Christoph and Nocaj, Arlind and Goertler, Jochen and Deussen, Oliver and Brandes, Ulrik and Weiskopf, Daniel}, editor = {IEEE Symposium on Information Visualization (InfoVis), 2016}, number = 1, title = {Probabilistic Graph Layout for Uncertain Network Visualization}, url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7539319}, volume = 23, year = 2017 }
T. Spinner, J. Körner, J. Görtler, and O. Deussen, “Towards an interpretable latent space,” in Workshop Vis. for AI Explainability (VISxAI), IEEE VIS Berlin, 2018.
- BibTeX
@inproceedings{spinner2018towards, author = {Spinner, T. and Körner, J. and Görtler, J. and Deussen, O.}, booktitle = {Workshop Vis. for AI Explainability (VISxAI), IEEE VIS Berlin, }, title = {Towards an interpretable latent space}, year = 2018 }
K. Srulijes et al., “Visualization of eye-head coordination while walking in healthy subjects and patients with neurodegenerative diseases.” 2017.
- BibTeX
@presentation{srulijes2017visualization, abstract = {Poster (reviewed)}, author = {Srulijes, Karin and Schulz, Christoph and Mack, David J. and Jarosch, Rafael and Klenk, Jochen and Schwickert, Lars and Schwenk, Michael and Maetzler, Walter and Weiskopf, Daniel and Becker, Clemens}, eventtitle = {ISPGR 2017}, title = {Visualization of eye-head coordination while walking in healthy subjects and patients with neurodegenerative diseases.}, year = 2017 }
C. Schulz, K. Schatz, M. Krone, M. Braun, T. Ertl, and D. Weiskopf, “Uncertainty Visualization for Secondary Structures of Proteins,” in IEEE Pacific Visualization Symposium, 2018, pp. 96–105.
- BibTeX
@inproceedings{Schulz2018Uncertainty, author = {Schulz, Christoph and Schatz, Karsten and Krone, Michael and Braun, Matthias and Ertl, Thomas and Weiskopf, Daniel}, booktitle = {IEEE Pacific Visualization Symposium}, doi = {10.1109/PacificVis.2018.00020}, pages = {96-105}, title = {Uncertainty Visualization for Secondary Structures of Proteins}, year = 2018 }
K. Kurzhals, B. Fisher, M. Burch, and D. Weiskopf, “Eye Tracking Evaluation of Visual Analytics,” 2015.
- BibTeX
- Link
@article{kurzhals2015appear, author = {Kurzhals, Kuno and Fisher, Brian and Burch, Michael and Weiskopf, Daniel}, editor = {Information Visualization, 2015}, title = {Eye Tracking Evaluation of Visual Analytics}, url = {http://dx.doi.org/10.1177/1473871615609787}, year = 2015 }
P. Gralka, C. Schulz, G. Reina, D. Weiskopf, and T. Ertl, “Visual Exploration of Memory Traces and Call Stacks,” VISSOFT 2017, 2017.
- BibTeX
@article{gralka2017visual, author = {Gralka, Patrick and Schulz, Christoph and Reina, Guido and Weiskopf, Daniel and Ertl, Thomas:}, journal = {VISSOFT 2017}, title = {Visual Exploration of Memory Traces and Call Stacks}, year = 2017 }
C. Schulz, A. Zeyfang, M. van Garderen, H. Ben Lahmar, M. Herschel, and D. Weiskopf, “Simultaneous Visual Analysis of Multiple Software Hierarchies,” in 2018 IEEE Working Conference on Software Visualization (VISSOFT), 2018, pp. 87--95.
- BibTeX
- Link
@inproceedings{Schulz2018Simultaneous, author = {Schulz, Christoph and Zeyfang, Adrian and van Garderen, Mereke and {Ben Lahmar}, Houssem and Herschel, Melanie and Weiskopf, Daniel}, booktitle = {2018 IEEE Working Conference on Software Visualization (VISSOFT)}, doi = {10.1109/VISSOFT.2018.00017}, pages = {87--95}, publisher = {IEEE}, title = {Simultaneous Visual Analysis of Multiple Software Hierarchies}, url = {https://ieeexplore.ieee.org/document/8530134/}, year = 2018 }
C. Schulz, N. Rodrigues, K. Damarla, A. Henicke, and D. Weiskopf, “Visual Exploration of Mainframe Workloads,” in SA ’17 Symposium on Visualization, 2017.
- BibTeX
- Link
@inproceedings{Schulz2017Visual, author = {Schulz, Christoph and Rodrigues, Nils and Damarla, Krishna and Henicke, Andreas and Weiskopf, Daniel}, booktitle = {SA '17 Symposium on Visualization}, title = {Visual Exploration of Mainframe Workloads}, url = {http://dx.doi.org/10.1145/3139295.3139312}, year = 2017 }