Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
LISTEN: sounding uncertainty visualization
Proceedings of the 7th conference on Visualization '96
UFLOW: visualizing uncertainty in fluid flow
Proceedings of the 7th conference on Visualization '96
Fuzzy set theory: foundations and applications
Fuzzy set theory: foundations and applications
Contextual design: defining customer-centered systems
Contextual design: defining customer-centered systems
Visualizing gridded datasets with large number of missing values (case study)
VIS '99 Proceedings of the conference on Visualization '99: celebrating ten years
Glyphs for Visualizing Uncertainty in Vector Fields
IEEE Transactions on Visualization and Computer Graphics
Visualization of an Imperfect World
IEEE Computer Graphics and Applications
Visualizing Data with Bounded Uncertainty
INFOVIS '02 Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)
A Next Step: Visualizing Errors and Uncertainty
IEEE Computer Graphics and Applications
Visualization of fuzzy data using generalized animation
VIS '92 Proceedings of the 3rd conference on Visualization '92
Restorer: a visualization technique for handling missing data
VIS '94 Proceedings of the conference on Visualization '94
Point-Based Probabilistic Surfaces to Show Surface Uncertainty
IEEE Transactions on Visualization and Computer Graphics
Uncertainty and Information: Foundations of Generalized Information Theory
Uncertainty and Information: Foundations of Generalized Information Theory
Proceedings of the 2006 AVI workshop on BEyond time and errors: novel evaluation methods for information visualization
CandidTree: visualizing structural uncertainty in similar hierarchies
Information Visualization
Modeling decisional knowledge with the help of data quality information
CDVE'11 Proceedings of the 8th international conference on Cooperative design, visualization, and engineering
Visualisation de digests d'emails en entreprise
23rd French Speaking Conference on Human-Computer Interaction
Visualization of uncertain scalar data fields using color scales and perceptually adapted noise
Proceedings of the ACM SIGGRAPH Symposium on Applied Perception in Graphics and Visualization
Conceptualizing Visual Uncertainty in Parallel Coordinates
Computer Graphics Forum
Information Visualization - Special issue on State of the Field and New Research Directions
Uncertainty-aware exploration of continuous parameter spaces using multivariate prediction
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Proceedings of the Winter Simulation Conference
Transparency of military threat evaluation through visualizing uncertainty and system rationale
EPCE'13 Proceedings of the 10th international conference on Engineering Psychology and Cognitive Ergonomics: applications and services - Volume Part II
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Uncertainty in data occurs in domains ranging from natural science to medicine to computer science. By developing ways to include uncertainty in our information visualizations, we can provide more accurate depictions of critical data sets so that people can make more infc.rmed decisions.One hindrance to visualizing uncertainty is that we must first understand what uncertainty is and how it is expressed. We reviewed existing work from several domains on uncertainty and created a classification of uncertainty based on the literature. We empirically evaluated and improved upon our classification by conducting interviews with 18 people from several domains,who self-identified as working with uncertainty. Participants desuibed what uncertainty looks like in their data and how they deal with it. We found commonalities in uncertainty across domains and believe our refined classification will help us in developing appropriate visualizations for each category of uncertainty.