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Vast amounts of (open) data are increasingly used to make arguments about crisis topics such as climate change and global pandemics. Data visualizations are central to bringing these viewpoints to broader publics. However, visualizations…

Digital Libraries · Computer Science 2024-03-28 Kathleen Gregory , Laura Koesten , Regina Schuster , Torsten Möller , Sarah Davies

Computer vision systems require large amounts of manually annotated data to properly learn challenging visual concepts. Crowdsourcing platforms offer an inexpensive method to capture human knowledge and understanding, for a vast number of…

Computer Vision and Pattern Recognition · Computer Science 2016-11-08 Adriana Kovashka , Olga Russakovsky , Li Fei-Fei , Kristen Grauman

Humans have a selective memory, remembering relevant episodes and forgetting the less relevant information. Possessing awareness of event memorability for a user could help intelligent systems in more accurate user modelling, especially for…

Human-Computer Interaction · Computer Science 2025-07-21 Maria Tsfasman , Ramin Ghorbani , Catholijn M. Jonker , Bernd Dudzik

The enormous increase of popularity and use of the WWW has led in the recent years to important changes in the ways people communicate. An interesting example of this fact is provided by the now very popular social annotation systems,…

Computers and Society · Computer Science 2009-07-02 Ciro Cattuto , Alain Barrat , Andrea Baldassarri , G. Schehr , Vittorio Loreto

Research has shown that an audiences' age impacts their engagement in digital media. Interactive narrative visualization is an increasingly popular form of digital media that combines data visualization and storytelling to convey important…

Human-Computer Interaction · Computer Science 2025-07-23 Nina Errey , Yi Chen , Yu Dong , Quang Vinh Nguyen , Xiaoru Yuan , Tuck Wah Leong , Christy Jie Liang

Prior research on communicating with visualization has focused on public presentation and asynchronous individual consumption, such as in the domain of journalism. The visualization research community knows comparatively little about…

Human-Computer Interaction · Computer Science 2021-07-20 Matthew Brehmer , Robert Kosara

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

Annotations in Visual Analytics (VA) have become a common means to support the analysis by integrating additional information into the VA system. That additional information often depends on the current process step in the visual analysis.…

Human-Computer Interaction · Computer Science 2020-08-21 Christoph Schmidt , Paul Rosenthal , Heidrun Schumann

Information visualization holds significant potential to support sustainability goals such as environmental stewardship, and climate resilience by transforming complex data into accessible visual formats that enhance public understanding of…

Human-Computer Interaction · Computer Science 2024-09-06 Narges Mahyar

Crowdsourcing has emerged as a popular approach for collecting annotated data to train supervised machine learning models. However, annotator bias can lead to defective annotations. Though there are a few works investigating individual…

Human-Computer Interaction · Computer Science 2021-10-18 Haochen Liu , Joseph Thekinen , Sinem Mollaoglu , Da Tang , Ji Yang , Youlong Cheng , Hui Liu , Jiliang Tang

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…

Human-Computer Interaction · Computer Science 2024-08-08 Anjana Arunkumar , Lace Padilla , Chris Bryan

Humans often hold different perspectives on the same issues. In many NLP tasks, annotation disagreement can reflect valid subjective perspectives. Modeling annotator perspectives and understanding their relationship with other human…

Computation and Language · Computer Science 2026-04-21 Leixin Zhang , Cagri Coltekin

Developments in data visualization research have enabled visualization systems to achieve great general usability and application across a variety of domains. These advancements have improved not only people's understanding of data, but…

Human-Computer Interaction · Computer Science 2020-05-21 Zhengliang Liu , R. Jordan Crouser , Alvitta Ottley

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

Visualizations are powerful tools for conveying information but often rely on accompanying text for essential context and guidance. This study investigates the impact of annotation patterns on reader preferences and comprehension accuracy…

Human-Computer Interaction · Computer Science 2025-03-20 Anjana Arunkumar , Lace Padilla , Chris Bryan

Data visualizations are widely used to communicate messages about urgent topics such as climate change and public health. However, we still know little about how these visualizations are produced and interpreted in popular science contexts.…

Human-Computer Interaction · Computer Science 2026-05-29 Regina Schuster , Kathleen Gregory , Christian Knoll , Torsten Möller , Laura Koesten

Speech is one of the interaction modalities that we increasingly come across in natural user interfaces. However, its use in collaborative scenarios has not yet been thoroughly investigated. In this reflection statement, we discuss the…

Human-Computer Interaction · Computer Science 2023-09-19 Gabriela Molina León , Petra Isenberg , Andreas Breiter

Narrative visualization aims to communicate scientific results to a general audience and garners significant attention in various applications. Merging exploratory and explanatory visualization could effectively support a non-expert…

Computers and Society · Computer Science 2026-02-26 Monique Meuschke , Laura Garrison , Noeska Smit , Stefan Bruckner , Kai Lawonn , Bernhard Preim

The ability to effectively visualize data is crucial in the contemporary world where information is often voluminous and complex. Visualizations, such as charts, graphs, and maps, provide an intuitive and easily understandable means to…

Human-Computer Interaction · Computer Science 2025-01-13 Dong Hyun Jeon , Jong Kwan Lee , Prabal Dhaubhadel , Aaron Kuhlman

Human annotated data plays a crucial role in machine learning (ML) research and development. However, the ethical considerations around the processes and decisions that go into dataset annotation have not received nearly enough attention.…

Human-Computer Interaction · Computer Science 2022-06-22 Mark Diaz , Ian D. Kivlichan , Rachel Rosen , Dylan K. Baker , Razvan Amironesei , Vinodkumar Prabhakaran , Emily Denton