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Related papers: Do You "Trust" This Visualization? An Inventory to…

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Few concepts are as ubiquitous in computational fields as trust. However, in the case of information visualization, there are several unique and complex challenges, chief among them: defining and measuring trust. In this paper, we…

Human-Computer Interaction · Computer Science 2023-08-10 Saugat Pandey , Oen G. McKinley , R. Jordan Crouser , Alvitta Ottley

Trust is an essential aspect of data visualization, as it plays a crucial role in the interpretation and decision-making processes of users. While research in social sciences outlines the multi-dimensional factors that can play a role in…

Human-Computer Interaction · Computer Science 2023-10-02 Hamza Elhamdadi , Adam Stefkovics , Johanna Beyer , Eric Moerth , Cindy Xiong Bearfield , Carolina Nobre

Trust is fundamental to effective visual data communication between the visualization designer and the reader. Although personal experience and preference influence readers' trust in visualizations, visualization designers can leverage…

Human-Computer Interaction · Computer Science 2022-09-29 Hamza Elhamdadi , Aimen Gaba , Yea-Seul Kim , Cindy Xiong

Despite the importance of viewers' trust in data visualization, there is a lack of research on the viewers' own perspective on their trust. In addition, much of the research on trust remains relatively theoretical and inaccessible for…

Human-Computer Interaction · Computer Science 2025-03-17 Oen McKinley , Saugat Pandey , Alvitta Ottley

Trust is a subjective yet fundamental component of human-computer interaction, and is a determining factor in shaping the efficacy of data visualizations. Prior research has identified five dimensions of trust assessment in visualizations…

Human-Computer Interaction · Computer Science 2024-08-08 R. Jordan Crouser , Syrine Matoussi , Lan Kung , Saugat Pandey , Oen G. McKinley , Alvitta Ottley

Defining trust is an important endeavor given its applicability to assessing public mood to much of the innovation in the newly formed autonomous industry, such as artificial intelligence (AI),medical bots, drones, autonomous vehicles, and…

Artificial Intelligence · Computer Science 2020-09-29 Rita Borgo , Darren J Edwards

User trust is a crucial consideration in designing robust visual analytics systems that can guide users to reasonably sound conclusions despite inevitable biases and other uncertainties introduced by the human, the machine, and the data…

Human-Computer Interaction · Computer Science 2022-09-12 Joshua Boley , Maoyuan Sun

Visualization for explainable and trustworthy machine learning remains one of the most important and heavily researched fields within information visualization and visual analytics with various application domains, such as medicine,…

Human-Computer Interaction · Computer Science 2024-04-19 Angelos Chatzimparmpas , Kostiantyn Kucher , Andreas Kerren

Establishing trust with readers is an important first step in visual data communication. But what makes a visualization trustworthy? Psychology and behavioral economics research has found processing fluency (i.e., speed and accuracy of…

Human-Computer Interaction · Computer Science 2022-09-30 Hamza Elhamdadi , Lace Padilla , Cindy Xiong

Appropriate evaluation is a key component in visualization research. It is typically based on empirical studies that assess visualization components or complete systems. While such studies often include the user of the visualization,…

Human-Computer Interaction · Computer Science 2019-08-05 Daniel Weiskopf

Thematic maps are widely used to communicate spatial patterns to non-expert audiences. Although uncertainty is inherent in thematic map data, it is rarely visualized, raising questions about how its inclusion affects trust. Prior work…

Human-Computer Interaction · Computer Science 2026-02-03 Varun Srivastava , Fan Lei , Alan M. MacEachren , Ross Maciejewski

Set visualization facilitates the exploration and analysis of set-type data. However, how sets should be visualized when the data is uncertain is still an open research challenge. To address the problem of depicting uncertainty in set…

Human-Computer Interaction · Computer Science 2025-01-22 Christian Tominski , Michael Behrisch , Susanne Bleisch , Sara Irina Fabrikant , Eva Mayr , Silvia Miksch , Helen Purchase

Machine learning (ML) models are nowadays used in complex applications in various domains, such as medicine, bioinformatics, and other sciences. Due to their black box nature, however, it may sometimes be hard to understand and trust the…

Machine Learning · Computer Science 2024-04-19 A. Chatzimparmpas , R. Martins , I. Jusufi , K. Kucher , Fabrice Rossi , A. Kerren

The accuracy of recommender systems influences their trust and decision-making when using them. Providing additional information, such as visualizations, offers context that would otherwise be lacking. However, the role of visualizations in…

Human-Computer Interaction · Computer Science 2024-09-24 Bhavana Doppalapudi , Md Dilshadur Rahman , Paul Rosen

What impressions might readers form with visualizations that go beyond the data they encode? In this paper, we build on recent work that demonstrates the socio-indexical function of visualization, showing that visualizations communicate…

Human-Computer Interaction · Computer Science 2025-08-12 Amy Rae Fox , Michelle Morgenstern , Graham M. Jones , Arvind Satyanarayan

Understanding what is communicated by data visualizations is a critical component of scientific literacy in the modern era. However, it remains unclear why some tasks involving data visualizations are more difficult than others. Here we…

Human-Computer Interaction · Computer Science 2025-05-14 Arnav Verma , Judith E. Fan

Designing suitable tasks for visualization evaluation remains challenging. Traditional evaluation techniques commonly rely on 'low-level' or 'open-ended' tasks to assess the efficacy of a proposed visualization, however, nontrivial…

Human-Computer Interaction · Computer Science 2022-05-13 Ashley Suh , Ab Mosca , Shannon Robinson , Quinn Pham , Dylan Cashman , Alvitta Ottley , Remco Chang

Researchers have derived many theoretical models for specifying users' insights as they interact with a visualization system. These representations are essential for understanding the insight discovery process, such as when inferring user…

Human-Computer Interaction · Computer Science 2023-10-20 Leilani Battle , Alvitta Ottley

The aim of visualization is to support people in dealing with large and complex information structures, to make these structures more comprehensible, facilitate exploration, and enable knowledge discovery. However, users often have problems…

Human-Computer Interaction · Computer Science 2022-03-22 Christina Stoiber , Markus Wagner , Florian Grassinger , Margit Pohl , Holger Stitz , Marc Streit , Benjamin Potzmann , Wolfgang Aigner

Measurement is an integral part of modern science, providing the fundamental means for evaluation, comparison, and prediction. In the context of visualization, several different types of measures have been proposed, ranging from approaches…

Graphics · Computer Science 2019-09-13 Fabian Bolte , Stefan Bruckner
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