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Critical Visualization is gaining popularity and academic focus, yet relatively few academic courses have been offered to support students in this complex area. This experience report describes a recent experimental course on the topic,…

Human-Computer Interaction · Computer Science 2025-08-05 Andrew McNutt , Shiyi He , Sujit Kumar Kamaraj , Purbid Bambroo , Nastaran Jadidi , John Bovard , Chang Han

In online platforms, the impact of a treatment on an observed outcome may change over time as 1) users learn about the intervention, and 2) the system personalization, such as individualized recommendations, change over time. We introduce a…

Methodology · Statistics 2023-06-02 Evan Munro , David Jones , Jennifer Brennan , Roland Nelet , Vahab Mirrokni , Jean Pouget-Abadie

This paper is a study of techniques for measuring and predicting visual fidelity. As visual stimuli we use polygonal models, and vary their fidelity with two different model simplification algorithms. We also group the stimuli into two…

Graphics · Computer Science 2025-07-17 Benjamin Watson , Alinda Friedman , Aaron McGaffey

"Correlation does not imply causation" is a famous mantra in statistical and visual analysis. However, consumers of visualizations often draw causal conclusions when only correlations between variables are shown. In this paper, we…

Human-Computer Interaction · Computer Science 2024-10-18 Arran Zeyu Wang , David Borland , Tabitha C. Peck , Wenyuan Wang , David Gotz

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

Personal data cover multiple aspects of our daily life and activities, including health, finance, social, Internet, Etc. Personal data visualisations aim to improve the user experience when exploring these large amounts of personal data and…

Human-Computer Interaction · Computer Science 2022-03-04 Yasmeen Anjeer Alshehhi , Mohamed Abdelrazek , Alessio Bonti

Various standardized tests exist that assess individuals' visualization literacy. Their use can help to draw conclusions from studies. However, it is not taken into account that the test itself can create a pressure situation where…

Human-Computer Interaction · Computer Science 2024-09-13 Seyda Öney , Moataz Abdelaal , Kuno Kurzhals , Paul Betz , Cordula Kropp , Daniel Weiskopf

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

The paper concerns affective information systems that represent and visualize human emotional states. The goal of the study was to find typical representations of discrete and dimensional emotion models in terms of color, size, speed,…

Human-Computer Interaction · Computer Science 2026-04-14 Michal R Wrobel , Agnieszka Landowska , Karolina Makuch

Data visualizations have been widely used on mobile devices like smartphones for various tasks (e.g., visualizing personal health and financial data), making it convenient for people to view such data anytime and anywhere. However, others…

Human-Computer Interaction · Computer Science 2023-05-23 Songheng Zhang , Dong Ma , Yong Wang

Characterizing creativity in visualization design can lead to the design of more expressive representations and visualization authoring tools that prioritize human creativity. In this paper, we examine how creativity manifests itself in…

Human-Computer Interaction · Computer Science 2026-04-14 Tianwei Ma , Zinat Ara , Safwat Ali Khan , Fanny Chevalier , Niklas Elmqvist , Naimul Hoque

Professional roles for data visualization designers are growing in popularity, and interest in relationships between the academic research and professional practice communities is gaining traction. However, despite the potential for…

Human-Computer Interaction · Computer Science 2021-08-19 Paul Parsons

As subjective artistic creations, artistic paintings carry emotion of their creators. Emotions expressed in paintings and emotion aroused in spectators by paintings are two kinds of emotions that scholars have paid attention to. Traditional…

Computers and Society · Computer Science 2021-02-02 Wenyuan Kong , Teng Fei , Thom Jencks

In the field of visual representation learning, performance of contrastive learning has been catching up with the supervised method which is commonly a classification convolutional neural network. However, most of the research work focuses…

Computer Vision and Pattern Recognition · Computer Science 2023-01-31 Xiaoqi Zhuang

We develop a new perspective on research conducted through visualization design study that emphasizes design as a method of inquiry and the broad range of knowledge-contributions achieved through it as multiple, subjective, and socially…

Human-Computer Interaction · Computer Science 2019-09-16 Miriah Meyer , Jason Dykes

This paper initiates the study of the testable implications of choice data in settings where agents have privacy preferences. We adapt the standard conceptualization of consumer choice theory to a situation where the consumer is aware of,…

Computer Science and Game Theory · Computer Science 2014-01-03 Rachel Cummings , Federico Echenique , Adam Wierman

The increasing availability of passively observed data has yielded a growing methodological interest in "data fusion." These methods involve merging data from observational and experimental sources to draw causal conclusions -- and they…

Methodology · Statistics 2021-12-15 Evan Rosenman , Art B. Owen

In the science of emotion, it is widely assumed that folk emotion categories form a biological and psychological typology, and studies are routinely designed and analyzed to identify emotion-specific patterns. This approach shapes the…

Machine Learning · Computer Science 2025-07-02 Christiana Westlin , Ashutosh Singh , Deniz Erdogmus , Georgios Stratis , Lisa Feldman Barrett

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

In contemporary information ecologies saturated with misinformation, disinformation, and a distrust of science itself, public data communication faces significant hurdles. Although visualization research has broadened criteria for effective…

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