Uncertainty visualization: Concepts, methods, and applications in biological data visualization

D Weiskopf - Frontiers in Bioinformatics, 2022 - frontiersin.org
This paper provides an overview of uncertainty visualization in general, along with specific
examples of applications in bioinformatics. Starting from a processing and interaction …

Uncertainty-aware visual analytics: scope, opportunities, and challenges

RGC Maack, G Scheuermann, H Hagen… - The Visual …, 2023 - Springer
In many applications, visual analytics (VA) has developed into a standard tool to ease data
access and knowledge generation. VA describes a holistic cycle transforming data into …

Uncertainty‐aware Visualization in Medical Imaging‐A Survey

C Gillmann, D Saur, T Wischgoll… - Computer Graphics …, 2021 - Wiley Online Library
Medical imaging (image acquisition, image transformation, and image visualization) is a
standard tool for clinicians in order to make diagnoses, plan surgeries, or educate students …

A Survey on Progressive Visualization

A Ulmer, M Angelini, JD Fekete… - … on Visualization and …, 2023 - ieeexplore.ieee.org
Currently, growing data sources and long-running algorithms impede user attention and
interaction with visual analytics applications. Progressive visualization (PV) and visual …

From Delays to Densities: Exploring Data Uncertainty through Speech, Text, and Visualization

C Stokes, C Sanker, B Cogley… - Computer Graphics …, 2024 - Wiley Online Library
Understanding and communicating data uncertainty is crucial for making informed decisions
in sectors like finance and healthcare. Previous work has explored how to express …

Uncertainty-aware multidimensional scaling

D Hägele, T Krake, D Weiskopf - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
We present an extension of multidimensional scaling (MDS) to uncertain data, facilitating
uncertainty visualization of multidimensional data. Our approach uses local projection …

Odds and Insights: Decision Quality in Exploratory Data Analysis Under Uncertainty

A Sarma, X Pu, Y Cui, M Correll, ET Brown… - Proceedings of the CHI …, 2024 - dl.acm.org
Recent studies have shown that users of visual analytics tools can have difficulty
distinguishing robust findings in the data from statistical noise, but the true extent of this …

Visualization resources: a starting point

X Liu, M Alharbi, J Best, J Chen, A Diehl… - 2021 25th …, 2021 - ieeexplore.ieee.org
Visualization, as a vibrant field for researchers, practitioners, and higher educational
institutions, is growing and evolving very rapidly. Tremendous progress has been made …

ConAn: Measuring and Evaluating User Confidence in Visual Data Analysis Under Uncertainty

M Musleh, D Ceneda, H Ehlers… - Computer Graphics …, 2024 - Wiley Online Library
User confidence plays an important role in guided visual data analysis scenarios, especially
when uncertainty is involved in the analytical process. However, measuring confidence in …

From Dashboard Zoo to Census: A Case Study With Tableau Public

A Srinivasan, J Purich, M Correll… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Dashboards remain ubiquitous tools for analyzing data and disseminating the findings.
Understanding the range of dashboard designs, from simple to complex, can support …