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This paper collects a set of open research questions on how to visualize sociodemographic data. Sociodemographic data is a common part of datasets related to people, including institutional censuses, health data systems, and human-resources…

Human-Computer Interaction · Computer Science 2023-08-24 Florent Cabric , Margrét Vilborg Bjarnadóttir , Anne-Flore Cabouat , Petra Isenberg

Human categorization is one of the most important and successful targets of cognitive modeling in psychology, yet decades of development and assessment of competing models have been contingent on small sets of simple, artificial…

Computer Vision and Pattern Recognition · Computer Science 2021-01-27 Ruairidh M. Battleday , Joshua C. Peterson , Thomas L. Griffiths

The aim of visualization is to support people in dealing with large and complex information structures, to make these structures more comprehensible, facilitate exploration, and enable knowledge discovery. However, users often have problems…

Human-Computer Interaction · Computer Science 2022-03-22 Christina Stoiber , Markus Wagner , Florian Grassinger , Margit Pohl , Holger Stitz , Marc Streit , Benjamin Potzmann , Wolfgang Aigner

Data cleaning is often framed as a technical preprocessing step, yet in practice it relies heavily on human judgment. We report results from a controlled survey study in which participants performed error detection, data repair and…

Databases · Computer Science 2026-03-26 Hazim AbdElazim , Shadman Islam , Mostafa Milani

Many software systems fail to meet the needs of the diverse end-users in society and are prone to pose problems, such as accessibility and usability issues. Some of these problems (partially) stem from the failure to consider the…

Software Engineering · Computer Science 2022-01-19 Hourieh Khalajzadeh , Mojtaba Shahin , Humphrey O. Obie , John Grundy

Humans have long been recorded in a variety of forms since antiquity. For example, sculptures and paintings were the primary media for depicting human beings before the invention of cameras. However, most current human-centric computer…

Computer Vision and Pattern Recognition · Computer Science 2023-04-06 Xuan Ju , Ailing Zeng , Jianan Wang , Qiang Xu , Lei Zhang

This paper defines, analyzes, and discusses the emerging genre of visualization atlases. We currently witness an increase in web-based, data-driven initiatives that call themselves "atlases" while explaining complex, contemporary issues…

Human-Computer Interaction · Computer Science 2024-08-15 Jinrui Wang , Xinhuan Shu , Benjamin Bach , Uta Hinrichs

Automated visualization design navigates a tension between symbolic systems and generative models. Constraint solvers enforce structural and perceptual validity, but the rules they require are difficult to author and too rigid to capture…

Human-Computer Interaction · Computer Science 2026-03-10 Péter Ferenc Gyarmati , Dominik Moritz , Torsten Möller , Laura Koesten

Summarization is one of the key features of human intelligence. It plays an important role in understanding and representation. With rapid and continual expansion of texts, pictures and videos in cyberspace, automatic summarization becomes…

Computation and Language · Computer Science 2015-07-02 Hai Zhuge

Visual brain decoding aims to decode visual information from human brain activities. Despite the great progress, one critical limitation of current brain decoding research lies in the lack of generalization capability to unseen subjects.…

Computer Vision and Pattern Recognition · Computer Science 2024-10-22 Xiangtao Kong , Kexin Huang , Ping Li , Lei Zhang

Artificial Intelligence algorithms have now become pervasive in multiple high-stakes domains. However, their internal logic can be obscure to humans. Explainable Artificial Intelligence aims to design tools and techniques to illustrate the…

Human-Computer Interaction · Computer Science 2024-04-29 Eleonora Cappuccio , Daniele Fadda , Rosa Lanzilotti , Salvatore Rinzivillo

Natural language descriptions sometimes accompany visualizations to better communicate and contextualize their insights, and to improve their accessibility for readers with disabilities. However, it is difficult to evaluate the usefulness…

Human-Computer Interaction · Computer Science 2021-10-12 Alan Lundgard , Arvind Satyanarayan

This article presents a cognitively oriented viewpoint on design. It focuses on cognitive, dynamic aspects of real design, i.e., the actual cognitive activity implemented by designers during their work on professional design projects.…

Human-Computer Interaction · Computer Science 2007-11-09 Willemien Visser

Natural language interfaces (NLIs) for data visualization are becoming increasingly popular both in academic research and in commercial software. Yet, there is a lack of empirical understanding of how people specify visualizations through…

Human-Computer Interaction · Computer Science 2021-10-05 Arjun Srinivasan , Nikhila Nyapathy , Bongshin Lee , Steven M. Drucker , John Stasko

Dementia care requires healthcare professionals to balance a patient's medical needs with a deep understanding of their personal needs, preferences, and emotional cues. However, current digital tools prioritise quantitative metrics over…

Human-Computer Interaction · Computer Science 2025-09-11 Rhiannon Owen , Jonathan C. Roberts

Establishing shared goals is a fundamental step in human-AI communication. However, ambiguities can lead to outputs that seem correct but fail to reflect the speaker's intent. In this paper, we explore this issue with a focus on the data…

Computation and Language · Computer Science 2025-10-13 Mert İnan , Anthony Sicilia , Alex Xie , Saujas Vaduguru , Daniel Fried , Malihe Alikhani

Large vision models based in deep learning architectures have been consistently advancing the state-of-the-art in biometric recognition. However, three weaknesses are commonly reported for such kind of approaches: 1) their extreme demands…

Computer Vision and Pattern Recognition · Computer Science 2024-06-27 Henrique Jesus , Hugo Proença

Visualizations themselves have become a data format. Akin to other data formats such as text and images, visualizations are increasingly created, stored, shared, and (re-)used with artificial intelligence (AI) techniques. In this survey, we…

Human-Computer Interaction · Computer Science 2021-07-20 Aoyu Wu , Yun Wang , Xinhuan Shu , Dominik Moritz , Weiwei Cui , Haidong Zhang , Dongmei Zhang , Huamin Qu

Important ethical concerns arising from computer vision datasets of people have been receiving significant attention, and a number of datasets have been withdrawn as a result. To meet the academic need for people-centric datasets, we…

Computers and Society · Computer Science 2020-11-30 Margot Hanley , Apoorv Khandelwal , Hadar Averbuch-Elor , Noah Snavely , Helen Nissenbaum

This paper presents a set of intersectional feminist principles for conducting equitable, ethical, and sustainable AI research. In Data Feminism (2020), we offered seven principles for examining and challenging unequal power in data…

Computers and Society · Computer Science 2024-05-03 Lauren Klein , Catherine D'Ignazio