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Data visualization techniques proffer efficient means to organize and present data in graphically appealing formats, which not only speeds up the process of decision making and pattern recognition but also enables decision-makers to fully…

Digital Libraries · Computer Science 2020-09-29 Shashwat Aggarwal , Ramesh Singh

Information visualizations are powerful tools that help users quickly identify patterns, trends, and outliers, facilitating informed decision-making. However, when visualizations incorporate deceptive design elements-such as truncated or…

Computation and Language · Computer Science 2025-08-14 Ridwan Mahbub , Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Mizanur Rahman , Mir Tafseer Nayeem , Enamul Hoque

We present an exploratory study comparing the visualization construction and data exploration processes of people using two visualization tools, each implementing a different interaction paradigm. One of the visualization tools implements…

Human-Computer Interaction · Computer Science 2018-05-09 Bahador Saket , Alex Endert

Designing multiscale visualizations, particularly when the ratio between the largest scale and the smallest item is large, can be challenging, and designers have developed many approaches to overcome this challenge. We present a design…

Human-Computer Interaction · Computer Science 2025-10-07 Mara Solen , Matt Oddo , Tamara Munzner

This paper reports on the process of designing the UK Co-Benefits Atlas, which communicates and publicizes data for climate mitigation. Visualization atlases -- an emerging type of platform to make data about complex topics comprehensive…

Human-Computer Interaction · Computer Science 2026-04-23 Jinrui Wang , Alexis Pister , Sian Phillips , Sarah Bissett , Ruaidhri Higgins-Lavery , Clare Wharmby , Andrew Sudmant , Uta Hinrichs , Benjamin Bach

Rapidly growing virtual reality (VR) technologies and techniques have gained importance over the past few years, and academics and practitioners have been searching for efficient visualizations in VR. To date, emphasis has been on the…

Human-Computer Interaction · Computer Science 2022-03-16 Elif Hilal Korkut , Elif Surer

From content moderation to content curation, applications requiring vision classifiers for visual concepts are rapidly expanding. Existing human-in-the-loop approaches typically assume users begin with a clear, stable concept understanding…

In visual exploration and analysis of data, determining how to select and transform the data for visualization is a challenge for data-unfamiliar or inexperienced users. Our main hypothesis is that for many data sets and common analysis…

Human-in-the-loop data analysis applications necessitate greater transparency in machine learning models for experts to understand and trust their decisions. To this end, we propose a visual analytics workflow to help data scientists and…

Machine Learning · Statistics 2017-10-03 Josua Krause , Aritra Dasgupta , Jordan Swartz , Yindalon Aphinyanaphongs , Enrico Bertini

In recent years, more and more researchers have reflected on the undervaluation of emotion in data visualization and highlighted the importance of considering human emotion in visualization design. Meanwhile, an increasing number of studies…

Human-Computer Interaction · Computer Science 2024-11-13 Xingyu Lan , Yanqiu Wu , Nan Cao

Interactive intelligent systems, i.e., interactive systems that employ AI technologies, are currently present in many parts of our social, public and political life. An issue reoccurring often in the development of these systems is the…

Human-Computer Interaction · Computer Science 2019-09-17 Maximilian Mackeprang , Claudia Müller-Birn , Maximilian Timo Stauss

This formative study investigates the impact of data quality on AI-assisted data visualizations, focusing on how uncleaned datasets influence the outcomes of these tools. By generating visualizations from datasets with inherent quality…

Human-Computer Interaction · Computer Science 2024-09-12 Rania Saber , Anna Fariha

The initial phase in real world engineering optimization and design is a process of discovery in which not all requirements can be made in advance, or are hard to formalize. Quality diversity algorithms, which produce a variety of high…

Neural and Evolutionary Computing · Computer Science 2019-07-17 Alexander Hagg , Alexander Asteroth , Thomas Bäck

This paper discusses problems of visualizing humanities data of various forms, such as video data, archival data, and numeric-oriented social science data, with three distinct case studies. By describing the visualization practices and the…

Digital Libraries · Computer Science 2022-10-10 Rongqian Ma

Knowledge of human perception has long been incorporated into visualizations to enhance their quality and effectiveness. The last decade, in particular, has shown an increase in perception-based visualization research studies. With all of…

Human-Computer Interaction · Computer Science 2021-07-16 Ghulam Jilani Quadri , Paul Rosen

Visual design is critical to product success, and the subject of intensive marketing research effort. Yet visual elements, due to their holistic and interactive nature, do not lend themselves well to optimization using extant…

Human-Computer Interaction · Computer Science 2019-12-12 Namwoo Kang , Yi Ren , Fred Feinberg , Panos Papalambros

Statisticians are not only one of the earliest professional adopters of data visualization, but also some of its most prolific users. Understanding how these professionals utilize visual representations in their analytic process may shed…

Human-Computer Interaction · Computer Science 2025-11-18 Eric Newburger , Niklas Elmqvist

Annotation is a central mechanism in visualization design that enables people to communicate key insights. Prior research has provided essential accounts of the visual forms annotations take, but less attention has been paid to the…

Human-Computer Interaction · Computer Science 2026-04-10 Md Dilshadur Rahman , Devin Lange , Ghulam Jilani Quadri , Paul Rosen

Findings from graphical perception can guide visualization recommendation algorithms in identifying effective visualization designs. However, existing algorithms use knowledge from, at best, a few studies, limiting our understanding of how…

Human-Computer Interaction · Computer Science 2025-01-27 Zehua Zeng , Junran Yang , Dominik Moritz , Jeffrey Heer , Leilani Battle

In this work, I use a survey of senior visualization researchers and thinkers to ideate about the notion of progress in visualization research: how are we growing as a field, what are we building towards, and are our existing methods…

Human-Computer Interaction · Computer Science 2023-04-07 Michael Correll