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When designing communicative visualizations, we often focus on goals that seek to convey patterns, relations, or comparisons (cognitive learning objectives). We pay less attention to affective intents--those that seek to influence or…

Human-Computer Interaction · Computer Science 2022-08-09 Elsie Lee-Robbins , Eytan Adar

In recent years, considerable work has been devoted to explaining predictive, deep learning-based models, and in turn how to evaluate explanations. An important class of evaluation methods are ones that are human-centered, which typically…

Computer Vision and Pattern Recognition · Computer Science 2024-06-13 Yayan Zhao , Mingwei Li , Matthew Berger

Natural language and visualization are being increasingly deployed together for supporting data analysis in different ways, from multimodal interaction to enriched data summaries and insights. Yet, researchers still lack systematic…

Human-Computer Interaction · Computer Science 2020-09-30 Rafael Henkin , Cagatay Turkay

The language for expressing comparisons is often complex and nuanced, making supporting natural language-based visual comparison a non-trivial task. To better understand how people reason about comparisons in natural language, we explore a…

Human-Computer Interaction · Computer Science 2022-08-09 Aimen Gaba , Vidya Setlur , Arjun Srinivasan , Jane Hoffswell , Cindy Xiong

There are numerous opportunities for engaging in research at the intersection of psychology and visualization. While most opportunities taken up by the VIS community will likely focus on the psychology of users, there are also opportunities…

Human-Computer Interaction · Computer Science 2020-09-30 Paul Parsons

We conduct a deconstructive reading of a qualitative interview study with 17 visual data journalists from newsrooms across the globe. We borrow a deconstruction approach from literary critique to explore the instability of meaning in…

Human-Computer Interaction · Computer Science 2025-07-21 Ke Er Amy Zhang , Jodie Jenkinson , Laura Garrison

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

Virtual influencers~(VIs) -- digitally constructed social-media personas -- are becoming increasingly visible in online culture, marketing, and identity formation. Yet it remains unclear whether audiences respond to them through the same…

Computers and Society · Computer Science 2026-05-13 Shahram Chaudhry , Sidahmed Benabderrahmane , Talal Rahwan

Sentiment analysis aims to extract and express a person's perception, opinions and emotions towards an entity, object, product and a service, enabling businesses to obtain feedback from the consumers. The increasing popularity of the social…

Computer Vision and Pattern Recognition · Computer Science 2020-02-11 Kashif Ahmad , Syed Zohaib , Nicola Conci , Ala Al-Fuqaha

Emotion is an important factor to consider when designing visualizations as it can impact the amount of trust viewers place in a visualization, how well they can retrieve information and understand the underlying data, and how much they…

Human-Computer Interaction · Computer Science 2024-07-29 Carter Blair , Xiyao Wang , Charles Perin

While seamful design has been part of discourses and work within HCI contexts for some time, it has not yet been fully explored in data visualization design. At the same time, critics of visualization have been arguing that the…

Human-Computer Interaction · Computer Science 2022-03-07 Nicole Hengesbach

This work investigates personal perspectives in visualization annotations as devices for collective data-driven storytelling. Inspired by existing efforts in critical cartography, we show how people share personal memories in a…

Human-Computer Interaction · Computer Science 2025-03-26 Tobias Kauer , Marian Dörk , Benjamin Bach

Understanding how helpful a visualization is from experimental results is difficult because the observed performance is confounded with aspects of the study design, such as how useful the information that is visualized is for the task. We…

Human-Computer Interaction · Computer Science 2023-08-21 Yifan Wu , Ziyang Guo , Michails Mamakos , Jason Hartline , Jessica Hullman

What is a visualization? There is limited utility in trifling with definitions, except insofar as one serves as a tool for communicating and conceptualizing our subject matter; a statement of identity for a community. To establish…

Human-Computer Interaction · Computer Science 2020-09-30 Amy Rae Fox

Data visualizations are inherently rhetorical, and therefore bias-laden visual artifacts that contain both explicit and implicit arguments. The implicit arguments depicted in data visualizations are the net result of many seemingly minor…

Multimedia · Computer Science 2024-11-28 K. J. Hepworth , Christopher Church

Decision-making is a central yet under-defined goal in visualization research. While existing task models address decision processes, they often neglect the conditions framing a decision. To better support decision-making tasks, we propose…

Human-Computer Interaction · Computer Science 2025-07-25 Lena Cibulski , Stefan Bruckner

Using learning objectives to define designer intents for communicative visualizations can be a powerful design tool. Cognitive and affective objectives are concrete and specific, which can be translated to assessments when creating,…

Human-Computer Interaction · Computer Science 2026-04-02 Elsie Lee-Robbins , Eytan Adar

Most research on the interpretability of machine learning systems focuses on the development of a more rigorous notion of interpretability. I suggest that a better understanding of the deficiencies of the intuitive notion of…

Machine Learning · Statistics 2017-12-08 Fabian Offert

Time series data are prevalent across various domains and often encompass large datasets containing multiple time-dependent features in each sample. Exploring time-varying data is critical for data science practitioners aiming to understand…

Graphics · Computer Science 2025-09-26 Evandro S. Ortigossa , Fábio F. Dias , Diego C. Nascimento , Luis Gustavo Nonato

Misinformation has disruptive effects on our lives. Many researchers have looked into means to identify and combat misinformation in text or data visualization. However, there is still a lack of understanding of how misinformation can be…

Human-Computer Interaction · Computer Science 2022-05-25 Chengbo Zheng , Xiaojuan Ma