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Annotations play a vital role in highlighting critical aspects of visualizations, aiding in data externalization and exploration, collaborative sensemaking, and visual storytelling. However, despite their widespread use, we identified a…

People often take user ratings and reviews into consideration when shopping for products or services online. However, such user-generated data contains self-selection bias that could affect people decisions and it is hard to resolve this…

人机交互 · 计算机科学 2022-09-21 Qian Zhu , Leo Yu-Ho Lo , Meng Xia , Zixin Chen , Xiaojuan Ma

Racial homophily refers to the tendency of individuals to associate with others of the same racial or ethnic background. A recent study found no evidence of racial homophily in responses to mass shooting data visualizations. To increase the…

人机交互 · 计算机科学 2025-09-15 Poorna Talkad Sukumar , Maurizio Porfiri , Oded Nov

We present a novel large-scale dataset and accompanying machine learning models aimed at providing a detailed understanding of the interplay between visual content, its emotional effect, and explanations for the latter in language. In…

计算机视觉与模式识别 · 计算机科学 2021-01-20 Panos Achlioptas , Maks Ovsjanikov , Kilichbek Haydarov , Mohamed Elhoseiny , Leonidas Guibas

Architectural facades critically shape affective perception in urban environments. Here, affect is understood as a multidimensional psychological construct encompassing valence (pleasure-displeasure) and arousal (activation-deactivation).…

计算机与社会 · 计算机科学 2025-09-29 Chenxi Wang , Haining Ding , Michal Gath-Morad

User experience in data visualization is typically assessed through post-viewing self-reports, but these overlook the dynamic cognitive processes during interaction. This study explores the use of mind wandering -- a phenomenon where…

人机交互 · 计算机科学 2024-08-08 Anjana Arunkumar , Lace Padilla , Chris Bryan

While visualizations are an effective way to represent insights about information, they rarely stand alone. When designing a visualization, text is often added to provide additional context and guidance for the reader. However, there is…

人机交互 · 计算机科学 2022-09-23 Chase Stokes , Vidya Setlur , Bridget Cogley , Arvind Satyanarayan , Marti Hearst

Well-designed data visualizations can lead to more powerful and intuitive processing by a viewer. To help a viewer intuitively compare values to quickly generate key takeaways, visualization designers can manipulate how data values are…

人机交互 · 计算机科学 2021-08-17 Cindy Xiong , Vidya Setlur , Benjamin Bach , Kylie Lin , Eunyee Koh , Steven Franconeri

How can we model affect in a general fashion, across dissimilar tasks, and to which degree are such general representations of affect even possible? To address such questions and enable research towards general affective computing, this…

人机交互 · 计算机科学 2022-07-29 David Melhart , Antonios Liapis , Georgios N. Yannakakis

This research investigates how people engage with data visualizations when commenting on the social platform Reddit. There has been considerable research on collaborative sensemaking with visualizations and the personal relation of people…

人机交互 · 计算机科学 2021-03-18 Tobias Kauer , Arran Ridley , Marian Dörk , Benjamin Bach

This paper explores public perceptions around the role of affective computing in the workplace. It uses a series of design fictions with 46 UK based participants, unpacking their perspectives on the advantages and disadvantages of tracking…

人机交互 · 计算机科学 2022-05-18 Lachlan Urquhart , Alex Laffer , Diana Miranda

Visual Emotion Analysis (VEA) aims at predicting people's emotional responses to visual stimuli. This is a promising, yet challenging, task in affective computing, which has drawn increasing attention in recent years. Most of the existing…

计算机视觉与模式识别 · 计算机科学 2023-07-31 Jingyuan Yang , Qirui Huang , Tingting Ding , Dani Lischinski , Daniel Cohen-Or , Hui Huang

The relationship between digital media use and mental health remains poorly understood, in part because real-world digital behavior is rarely captured at scale. This intensive longitudinal study tracked participants' complete natural…

A cluster of research in Affective Computing suggests that it is possible to infer some characteristics of users' affective states by analyzing their electrophysiological activity in real-time. However, it is not clear how to use the…

"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…

人机交互 · 计算机科学 2024-10-18 Arran Zeyu Wang , David Borland , Tabitha C. Peck , Wenyuan Wang , David Gotz

Graphical interfaces and interactive visualisations are typical mediators between human users and data analytics systems. HCI researchers and developers have to be able to understand both human needs and back-end data analytics.…

人机交互 · 计算机科学 2016-09-20 Belgin Mutlu , Vedran Sabol , Heimo Gursch , Roman Kern

Interactive visual applications create animations that encode changes in the data. For example, cross-filtering dynamically updates linked visualizations based on the user's continuous brushing actions. The animated effects resulting from…

人机交互 · 计算机科学 2016-04-04 Eugene Wu , Lilong Jiang , Larry Xu , Arnab Nandi

Visualization design influences how people perceive data patterns, yet most research focuses on low-level analytic tasks, such as finding correlations. The extent to which these perceptual affordances translate to high-level decision-making…

人机交互 · 计算机科学 2025-05-09 Yixuan Li , Emery D. Berger , Minsuk Kahng , Cindy Xiong Bearfield

Inspiration plays an important role in design, yet its specific impact on data visualization design practice remains underexplored. This study investigates how professional visualization designers perceive and use inspiration in their…

人机交互 · 计算机科学 2025-02-24 Ali Baigelenov , Prakash Shukla , Paul Parsons

Personality affect the way someone feels or acts. This paper examines the effect of personality traits, as operationalized by the Big-five questionnaire, on the number, type, and severity of the identified usability issues, physiological…

人机交互 · 计算机科学 2019-04-02 Alexandros Liapis , Christos Katsanos , Michalis Xenos , Theofanis Orphanoudakis