Literature DB >> 25663949

From Quantification to Visualization: A Taxonomy of Uncertainty Visualization Approaches.

Kristin Potter1, Paul Rosen1, Chris R Johnson1.   

Abstract

Quantifying uncertainty is an increasingly important topic across many domains. The uncertainties present in data come with many diverse representations having originated from a wide variety of disciplines. Communicating these uncertainties is a task often left to visualization without clear connection between the quantification and visualization. In this paper, we first identify frequently occurring types of uncertainty. Second, we connect those uncertainty representations to ones commonly used in visualization. We then look at various approaches to visualizing this uncertainty by partitioning the work based on the dimensionality of the data and the dimensionality of the uncertainty. We also discuss noteworthy exceptions to our taxonomy along with future research directions for the uncertainty visualization community.

Entities:  

Keywords:  uncertainty visualization

Year:  2012        PMID: 25663949      PMCID: PMC4319674          DOI: 10.1007/978-3-642-32677-6_15

Source DB:  PubMed          Journal:  IFIP Adv Inf Commun Technol        ISSN: 1868-4238


  19 in total

1.  Visual exploration of high dimensional scalar functions.

Authors:  Samuel Gerber; Peer-Timo Bremer; Valerio Pascucci; Ross Whitaker
Journal:  IEEE Trans Vis Comput Graph       Date:  2010 Nov-Dec       Impact factor: 4.579

2.  Exploration and visualization of segmentation uncertainty using shape and appearance prior information.

Authors:  Ahmed Saad; Ghassan Hamarneh; Torsten Möller
Journal:  IEEE Trans Vis Comput Graph       Date:  2010 Nov-Dec       Impact factor: 4.579

3.  Noodles: a tool for visualization of numerical weather model ensemble uncertainty.

Authors:  Jibonananda Sanyal; Song Zhang; Jamie Dyer; Andrew Mercer; Philip Amburn; Robert J Moorhead
Journal:  IEEE Trans Vis Comput Graph       Date:  2010 Nov-Dec       Impact factor: 4.579

4.  World lines.

Authors:  Jürgen Waser; Raphael Fuchs; Hrvoje Ribicić; Benjamin Schindler; Günther Blöschl; Eduard Gröller
Journal:  IEEE Trans Vis Comput Graph       Date:  2010 Nov-Dec       Impact factor: 4.579

5.  Matching visual saliency to confidence in plots of uncertain data.

Authors:  David Feng; Lester Kwock; Yueh Lee; Russell M Taylor
Journal:  IEEE Trans Vis Comput Graph       Date:  2010 Nov-Dec       Impact factor: 4.579

6.  A spreadsheet approach to facilitate visualization of uncertainty in information.

Authors:  Alexander Streit; Binh Pham; Ross Brown
Journal:  IEEE Trans Vis Comput Graph       Date:  2008 Jan-Feb       Impact factor: 4.579

7.  Visualizing large-scale uncertainty in astrophysical data.

Authors:  Hongwei Li; Chi-Wing Fu; Yinggang Li; Andrew Hanson
Journal:  IEEE Trans Vis Comput Graph       Date:  2007 Nov-Dec       Impact factor: 4.579

8.  Uncertainty visualization in medical volume rendering using probabilistic animation.

Authors:  Claes Lundström; Patric Ljung; Anders Persson; Anders Ynnerman
Journal:  IEEE Trans Vis Comput Graph       Date:  2007 Nov-Dec       Impact factor: 4.579

9.  A user study to compare four uncertainty visualization methods for 1D and 2D datasets.

Authors:  Jibonananda Sanyal; Song Zhang; Gargi Bhattacharya; Phil Amburn; Robert J Moorhead
Journal:  IEEE Trans Vis Comput Graph       Date:  2009 Nov-Dec       Impact factor: 4.579

10.  Uncertainty Visualization in HARDI based on Ensembles of ODFs.

Authors:  Fangxiang Jiao; Jeff M Phillips; Yaniv Gur; Chris R Johnson
Journal:  IEEE Pac Vis Symp       Date:  2012-12-31
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  5 in total

1.  Details-First, Show Context, Overview Last: Supporting Exploration of Viscous Fingers in Large-Scale Ensemble Simulations.

Authors:  Timothy Luciani; Andrew Burks; Cassiano Sugiyama; Jonathan Komperda; G Elisabeta Marai
Journal:  IEEE Trans Vis Comput Graph       Date:  2018-08-20       Impact factor: 4.579

2.  Evaluating Shape Alignment via Ensemble Visualization.

Authors:  Mukund Raj; Mahsa Mirzargar; J Samuel Preston; Robert M Kirby; Ross T Whitaker
Journal:  IEEE Comput Graph Appl       Date:  2015-07-13       Impact factor: 2.088

3.  Uncertainty Visualization of 2D Morse Complex Ensembles Using Statistical Summary Maps.

Authors:  Tushar M Athawale; Dan Maljovec; Lin Yan; Chris R Johnson; Valerio Pascucci; Bei Wang
Journal:  IEEE Trans Vis Comput Graph       Date:  2022-02-25       Impact factor: 4.579

4.  Generalized box-plot for root growth ensembles.

Authors:  Viktor Vad; Douglas Cedrim; Wolfgang Busch; Peter Filzmoser; Ivan Viola
Journal:  BMC Bioinformatics       Date:  2017-02-15       Impact factor: 3.169

5.  Information Guided Exploration of Scalar Values and Isocontours in Ensemble Datasets.

Authors:  Subhashis Hazarika; Ayan Biswas; Soumya Dutta; Han-Wei Shen
Journal:  Entropy (Basel)       Date:  2018-07-20       Impact factor: 2.524

  5 in total

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