MLVis
Keynote on Human-in-the-loop AI systems
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- Interactive Regressison for Social Sciences - make their decision founded and explainable!
- Action traceability - explanations / … Stefan for the A+CHIS data?
- topic modelling patterns
- Integrating LM / Agents in VA flow
- similar to Peter’s current work on integrating chat actions into dashboards using tool calling
- Much richer
- Problem: accuracy / faithfulness?
- Bring together strengths - UC / situating knowledge!
Opening the Model Building Loop: Explaining the Role of Visual Model Estimation and Validation in Visual Analytics Pipelines
Authors: Braun, Daniel, von Landesberger, Tatiana
- Model estimation / validation by machine / human — combine aspects in VA: usually either strongly interwoven or not at all;
- Their pitch: each aspect in model selection either by human or machine!
Parameter Space Analysis through Guided Visual Interpolations
Authors: Kantz, Benedikt, Waldert, Peter, Lengauer, Stefan, Staudinger, Clemens, Schuster, Stefan, Schreck, Tobias
- hello!
- Slides
Visual Analysis of Semantic Paraphrase Embebdding Projection Stability
Authors: Schmidt, Manuel, Keim, Daniel A., Dennig, Frederik L.
- Semantic similarities - vs. paraphrases in a dataset!
- Labelled paraphrases - vs. semantic similarities? - projection methods / model / … consideration
Integrating Gridded Glyph Maps and Self-Organizing Maps for Spatiotemporal Analysis
Authors: Rauscher, Julius, Dennig, Frederik L., Schlegel, Udo, Keim, Daniel A., Schreck, Tobias
- Neighborhood analysis (inspired by geometry - also dissimilarities)
- Their example: temporal weather data over spatial grid
- tradeoff between grid assignment and spatial attachment (in SOM)
- how does this compare to a t-SNE/UMAP with a regularizer?
- Link
Judging Lines, Ignoring Noise? Human Approach to Outliers in Visual Regression Validation
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- Evaluating Regression estimation performance of humans (?) in prediction and validation tasks in outlier setting
EnvirVis
Visual Analysis of the Influence of the Winter NAO on Moisture Transport to Europe in Ensemble Climate Simulations
Authors: Daetz, Tomas, Böttinger, Michael, Nsonga, Baldwin, Scheuermann, Gerik, Heine, Christian
- Changes in NAO affecting moisture trainsport: spatial region, size, and volume?
- Static Viz by edges to show off diffs.
Can the visualization of mesoscale eddies using glyphs help oceanographers evaluate changing ocean dynamics?
Authors: Bemis, Karen G., Hua, Weiping, Silver, Deborah, Curchitser, E.
- Eddies: stream ‘swirls’ - classifications, display, and glyph design (i.e. ring design, inner/outer diffs to properly show differences, …)
- Eddie detection: detection mechanism actually good?
Polyoracle - Assessing Multi-criteria Regional Climate Uncertainty through Agent-assisted Visual Analysis
Authors: Müller, Erik, Gerrits, Tim
Meta: Peter?
- Polyoracle
- based on this year’s SciVis challenge!
- AI agent to operate tool - collaborative, export
Exploring Intensity-Duration-Frequency Curves for the Contiguous US under Unsteady Climate
Authors: Heine, Christian, Mascaro, Giuseppe, Maciejewski, Ross, Scheuermann, Gerik
Coffee Break
Comparison of Categorical Data from Meteorological Models and Observations using a Pattern-Based Approach
Authors: Pandey, Savyasachi, Sondag, Max, Krauter, Christian, Zellmann, Stefan, von Landesberger, Tatiana
- Comparative Grid views — combine two views in one grid cell by taking one side as the ‘outer’ and the other as the ‘inner’ part of the cell - same color: no change, different color: differences easily visible!
- Tried out different patterns for criterions, sound structured eval method without user involvement by defining req’s for patterns and then arguing why they work or not! — inspiration for other glyph design (Droplets?)
- Error rate in general quite high…
An Interactive Web-Based Visualization Tool for Multidimensional Analysis of Dust Storm Events
Authors: Cui, Wenqiang, Afzal, Shehzad, Ghani, Sohaib, Karumuri, Rama Krishna, Hoteit, Ibrahim
- Dynamics of dust storms
- 3D NetCDF datasets
Visualization of Temporal Changes in Environmental Point Cloud Scans
Authors: Gorup, Gorazd, Bohak, Ciril
- Motivation: cliff instability detection
- Previously: satellite images, now: LiDAR point cloud!
- M3C2 cloud difference, running in CloudCompare
- Show differences of point clouds - positive and negative!
- RW for SeaSee’r?, EnvirVis also a possible venue for SeaSee’r?
Repo: GitHub
Connecting the Algae Value Chain Visually: Integrating Farming, Processing, and Product Views
Authors: Kusnick, Jakob, Yousef, Tariq
- Dashboard for the overall EU project
- Align goals, explore algae species/use cases/…
- Aim: different stakeholders
EuroVA
From Data to Ficta: A Critical Reflection on Visual Analytics in the Age of Generative Models
Authors: Pérez-Messina, Ignacio, Miksch, Silvia, Tominski, Christian
The Opportunity for Visual Analytics in the Age of Generative AI
Authors: Vink, S., Byungmoo, K., Brumar, C., Yang, M., Potter, K., Chang, R.
Note: check it out, by S. Vink, K. Byungmoo, C. Brumar, M. Yang, K. Potter, and R. Chang