Visualization for uncertainty analysis
Materials from class on Monday, June 27, 2022
Uncertainty ‘primers’
- Kay Padilla L. and J. Hullman, “Uncertainty Visualization,” in Wiley StatsRef: Statistics Reference Online, ed. B. Everitt N. Balakrishnan T. Colton and J. L. Teugels (Wiley, 2021).
- C. Wilke, Fundamentals of Data Visualization (Sebastopol, California: O’Reilly Media, 2019).
– Chapter 16.
Free online.
Ensemble visualizations
- P. S. Quinan and M. Meyer, “Visually Comparing Weather Features in Forecasts,” IEEE Transactions on Visualization and Computer Graphics 22, no. 1 (2016): 389–398, doi:10.1109/TVCG.2015.2467754.
- L. Liu et al., “Uncertainty Visualization by Representative Sampling from Prediction Ensembles,” IEEE Transactions on Visualization and Computer Graphics 23, no. 9 (2017): 2165–2178, doi:10.1109/TVCG.2016.2607204.
Visualizing parameter uncertainty
- M. Correll and M. Gleicher, “Error Bars Considered Harmful: Exploring Alternate Encodings for Mean and Error,” IEEE Transactions on Visualization and Computer Graphics 20, no. 12 (2014): 2142–2151.
- Michael Fernandes et al., “Uncertainty Displays Using Quantile Dotplots or CDFs Improve Transit Decision-Making,” in Conference on Human Factors in Computing Systems - CHI ’18, 2018, doi:10.1145/3173574.3173718.
- Alex Kale et al., “Hypothetical Outcome Plots Help Untrained Observers Judge Trends in Ambiguous Data,” IEEE Transactions on Visualization and Computer Graphics (2018).