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Making sense of a visualization requires the reader to consider both the visualization design and the underlying data values. Existing work in the visualization community has largely considered affordances driven by visualization design…

Human-Computer Interaction · Computer Science 2026-01-14 Yilan Jiang , Cindy Xiong Bearfield , Steven Franconeri , Eugene Wu

Visual Sentiment Analysis aims to understand how images affect people, in terms of evoked emotions. Although this field is rather new, a broad range of techniques have been developed for various data sources and problems, resulting in a…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Alessandro Ortis , Giovanni Maria Farinella , Sebastiano Battiato

Affective visualization design is an emerging research direction focused on communicating and influencing emotion through visualization. However, as revealed by previous research, this area is highly interdisciplinary and involves theories…

Human-Computer Interaction · Computer Science 2025-07-17 Xingyu Lan , Yutong Yang , Yifan Wang

We present an analysis of the representation of gender as a data dimension in data visualizations and propose a set of considerations around visual variables and annotations for gender-related data. Gender is a common demographic dimension…

Human-Computer Interaction · Computer Science 2023-08-29 Florent Cabric , Margrét Vilborg Bjarnadóttir , Meng Ling , Guðbjörg Linda Rafnsdóttir , Petra Isenberg

Individuals with Intellectual and Developmental Disabilities (IDD) have unique needs and challenges when working with data. While visualization aims to make data more accessible to a broad audience, our understanding of how to design…

Human-Computer Interaction · Computer Science 2024-08-30 Keke Wu , Ghulam Jilani Quadri , Arran Zeyu Wang , David Kwame Osei-Tutu , Emma Petersen , Varsha Koushik , Danielle Albers Szafir

How do people internalize visualizations: as images or information? In this study, we investigate the nature of internalization for visualizations (i.e., how the mind encodes visualizations in memory) and how memory encoding affects its…

Human-Computer Interaction · Computer Science 2023-07-24 Anjana Arunkumar , Lace Padilla , Gi-Yeul Bae , Chris Bryan

Emotion recognition is a complex task due to the inherent subjectivity in both the perception and production of emotions. The subjectivity of emotions poses significant challenges in developing accurate and robust computational models. This…

Machine Learning · Computer Science 2023-09-08 Mimansa Jaiswal

Understanding how individuals interpret charts is a crucial concern for visual data communication. This imperative has motivated a number of studies, including past work demonstrating that causal priors -- a priori beliefs about causal…

Human-Computer Interaction · Computer Science 2026-02-11 Arran Zeyu Wang , David Borland , Estella Calcaterra , David Gotz

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

Data visualization design often requires creativity, and research is needed to understand its nature and means for promoting it. The current visualization literature on creativity is not well developed, especially with respect to the…

Human-Computer Interaction · Computer Science 2021-08-17 Paul Parsons , Prakash Shukla , Chorong Park

An increasing number of web articles engage the reader with the feeling of being immersed in the data space. However, the exact characteristics of spatial immersion in the context of visual storytelling remain vague. For example, what are…

Human-Computer Interaction · Computer Science 2025-04-01 Seon Gyeom Kim , Juhyeong Park , Yutaek Song , Donggun Lee , Yubin Lee , Ryan Rossi , Jane Hoffswell , Eunyee Koh , Tak Yeon Lee

Emotion evoked by an advertisement plays a key role in influencing brand recall and eventual consumer choices. Automatic ad affect recognition has several useful applications. However, the use of content-based feature representations does…

Computer Vision and Pattern Recognition · Computer Science 2018-08-15 Abhinav Shukla , Harish Katti , Mohan Kankanhalli , Ramanathan Subramanian

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

We study the changes in emotional states induced by reading and participating in online discussions, empirically testing a computational model of online emotional interaction. Using principles of dynamical systems, we quantify changes in…

Human-Computer Interaction · Computer Science 2016-08-11 David Garcia , Arvid Kappas , Dennis Küster , Frank Schweitzer

Exploring causal relationships for qualitative data analysis in HCI and social science research enables the understanding of user needs and theory building. However, current computational tools primarily characterize and categorize…

Human-Computer Interaction · Computer Science 2026-02-09 Han Meng , Qiuyuan Lyu , Peinuan Qin , Yitian Yang , Renwen Zhang , Wen-Chieh Lin , Yi-Chieh Lee

Although media content is increasingly produced, distributed, and consumed in multiple combinations of modalities, how individual modalities contribute to the perceived emotion of a media item remains poorly understood. In this paper we…

Computer Vision and Pattern Recognition · Computer Science 2022-02-23 Phoebe Chua , Dimos Makris , Dorien Herremans , Gemma Roig , Kat Agres

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

This paper presents Emosaic, a tool for visualizing the emotional tone of text documents, considering multiple dimensions of emotion and varying levels of semantic granularity. Emosaic is grounded in psychological research on the…

Human-Computer Interaction · Computer Science 2020-02-25 Philipp Geuder , Marie Claire Leidinger , Martin von Lupin , Marian Dörk , Tobias Schröder

Analysts often make visual causal inferences about possible data-generating models. However, visual analytics (VA) software tends to leave these models implicit in the mind of the analyst, which casts doubt on the statistical validity of…

Human-Computer Interaction · Computer Science 2021-07-29 Alex Kale , Yifan Wu , Jessica Hullman

Designers often create visualizations to achieve specific high-level analytical or communication goals. These goals require people to naturally extract complex, contextualized, and interconnected patterns in data. While limited prior work…

Human-Computer Interaction · Computer Science 2024-02-27 Ghulam Jilani Quadri , Arran Zeyu Wang , Zhehao Wang , Jennifer Adorno , Paul Rosen , Danielle Albers Szafir