Domains of uncertainty visualization research: a visual summary approach
- 8 March 2016
- journal article
- research article
- Published by Taylor & Francis in Cartography and Geographic Information Science
- Vol. 44 (4) , 296-309
Abstract
The inherent uncertainty of geospatial data has engendered a critical research agenda addressing all facets of uncertainty visualization due to the communicative efficiency of graphical representation. To organize this broad research area, we have reviewed literature on geospatial uncertainty visualization and systematically and iteratively classified research in this field. Upon creating a classification, we developed several visual summaries over time, refining the classification and subsequent graphic as new relevant topics emerged. This visual summary extends current existing approaches to taxonomies by allowing users a quick visual overview of relevant topics in a research area at a glance. For each research paper on uncertainty visualization, this classification can be used to visually represent which domains are covered. In order to ensure that the visual summary approach and the corresponding domains developed in this article can be used reliably, we performed an inter-rater agreement task. The high agreement reveals that the domains in the classification that were identified are intuitive and can lead to objective, reproducible classifications (visual summaries) of research papers. In future research, we plan to refine the visual classification/summary approach by providing guided classification via a web interface to visually classify the entire body of literature on geospatial uncertainty visualization and visually explore any trends in research topics, how they have changed over the years, and identify sparser topics that still need to be addressed.Keywords
Funding Information
- National Science Foundation (DGE-1144860)
This publication has 36 references indexed in Scilit:
- Uncertain Decisions and Continuous Spaces: Outcomes Spaces and Uncertainty Visualization2012
- Visual Representations of Meta-InformationJournal of Cognitive Engineering and Decision Making, 2009
- Visual analytics tools for analysis of movement dataACM SIGKDD Explorations Newsletter, 2007
- The Influence of Uncertainty Visualization on Decision Making: An Empirical Evaluation2006
- Accounting for Spatial Uncertainty in Optimization with Spatial Decision Support SystemsTransactions in GIS, 2003
- Testing Popular Visualization Techniques for Representing Model UncertaintyCartography and Geographic Information Science, 2003
- Utilizing graphical formats to convey uncertainty in a decision-making taskTheoretical Issues in Ergonomics Science, 2002
- A formal approach to imperfection in geographic informationComputers, Environment and Urban Systems, 2001
- A framework for the modelling of uncertainty between remote sensing and geographic information systemsISPRS Journal of Photogrammetry and Remote Sensing, 2000
- A Coefficient of Agreement for Nominal ScalesEducational and Psychological Measurement, 1960