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One of the major challenges for evaluating the effectiveness of data visualizations and visual analytics tools arises from the fact that different users may be using these tools for different tasks. In this paper, we present a simple…

人机交互 · 计算机科学 2020-10-01 Laura Matzen , Kristin Divis , Deborah Cronin , Michael Haass

Understanding what is communicated by data visualizations is a critical component of scientific literacy in the modern era. However, it remains unclear why some tasks involving data visualizations are more difficult than others. Here we…

人机交互 · 计算机科学 2025-05-14 Arnav Verma , Judith E. Fan

Nowadays simulations can produce petabytes of data to be stored in parallel filesystems or large-scale databases. This data is accessed over the course of decades often by thousands of analysts and scientists. However, storing these volumes…

分布式、并行与集群计算 · 计算机科学 2019-02-11 Salvatore Di Girolamo , Pirmin Schmid , Thomas Schulthess , Torsten Hoefler

Recommendation algorithms have been leveraged in various ways within visualization systems to assist users as they perform of a range of information tasks. One common focus for these techniques has been the recommendation of content, rather…

人机交互 · 计算机科学 2023-02-24 Zhilan Zhou , Wenyuan Wang , Mengtian Guo , Yue Wang , David Gotz

The literature describes many visualization techniques for different types of data, tasks, and application contexts, and new techniques are proposed on a regular basis. Visualization surveys try to capture the immense space of techniques…

人机交互 · 计算机科学 2025-07-23 Abdulhaq Adetunji Salako , Christian Tominski

Data integration is often performed to consolidate information from multiple disparate data sources during visual data analysis. However, integration operations are usually separate from visual analytics operations such as encode and filter…

人机交互 · 计算机科学 2024-03-08 Adam Coscia , Ashley Suh , Remco Chang , Alex Endert

Embedding visual representations within original hierarchical tables can mitigate additional cognitive load stemming from the division of users' attention. The created hierarchical table visualizations can help users understand and explore…

人机交互 · 计算机科学 2024-05-28 Guozheng Li , Peng He , Xinyu Wang , Runfei Li , Chi Harold Liu , Chuangxin Ou , Dong He , Guoren Wang

How do we assess people's abilities to interact with data visualizations? The current state-of-the-art visualization literacy tests -- such as VLAT and its derivatives -- only involve the use of static visualizations. Despite advances in…

人机交互 · 计算机科学 2026-04-20 Gabriela Molina León , Benjamin Bach , Matheus Valentim , Niklas Elmqvist

Recent advances in image generation have made it easy to produce high-quality images. However, these outputs are inherently flattened, entangling foreground elements, background, and text within a fixed canvas. As a result, flexible…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Kam Man Wu , Haolin Yang , Qingyu Chen , Yihu Tang , Jingye Chen , Qifeng Chen

Working with data in table form is usually considered a preparatory and tedious step in the sensemaking pipeline; a way of getting the data ready for more sophisticated visualization and analytical tools. But for many people, spreadsheets…

人机交互 · 计算机科学 2021-06-30 Lyn Bartram , Michael Correll , Melanie Tory

Enabling machines to understand structured visuals like slides and user interfaces is essential for making them accessible to people with disabilities. However, achieving such understanding computationally has required manual data…

计算机视觉与模式识别 · 计算机科学 2024-10-02 Yi-Hao Peng , Faria Huq , Yue Jiang , Jason Wu , Amanda Xin Yue Li , Jeffrey Bigham , Amy Pavel

In recent years, there has been significant progress in the development and industrial adoption of static analyzers. Such analyzers typically provide a large, if not huge, number of configurable options controlling the precision and…

While existing generation and unified models excel at general image generation, they struggle with tasks requiring deep reasoning, planning, and precise data-to-visual mapping abilities beyond general scenarios. To push beyond the existing…

计算机视觉与模式识别 · 计算机科学 2026-03-27 Zhihang Liu , Xiaoyi Bao , Pandeng Li , Junjie Zhou , Zhaohe Liao , Yefei He , Kaixun Jiang , Chen-Wei Xie , Yun Zheng , Hongtao Xie

Visual analysis of relational data is essential for many real-world analytics tasks, with layout quality being key to interpretability. However, existing layout algorithms often require users to navigate complex parameters to express their…

图形学 · 计算机科学 2025-06-23 Hasan Balci , Augustin Luna

Urban analytics utilizes extensive datasets with diverse urban information to simulate, predict trends, and uncover complex patterns within cities. While these data enables advanced analysis, it also presents challenges due to its…

机器学习 · 计算机科学 2025-09-09 Ximena Pocco , Waqar Hassan , Karelia Salinas , Vladimir Molchanov , Luis G. Nonato

Visual augmentations are commonly added to charts and graphs in order to convey richer and more nuanced information about relationships in the data. However, many design spaces proposed for categorizing augmentations were defined in a…

人机交互 · 计算机科学 2024-04-22 Grace Guo , John Stasko , Alex Endert

The exponential growth of data has outpaced human ability to process information, necessitating innovative approaches for effective human-data interaction. To transform raw data into meaningful insights, storytelling, and visualization have…

Recent advances in generative modelling have led many to see synthetic data as the go-to solution for a range of problems around data access, scarcity, and under-representation. In this paper, we study three prominent use cases: (1) Sharing…

机器学习 · 计算机科学 2026-02-04 Bogdan Kulynych , Theresa Stadler , Jean Louis Raisaro , Carmela Troncoso

As the complexity and volume of datasets have increased along with the capabilities of modular, open-source, easy-to-implement, visualization tools, scientists' need for, and appreciation of, data visualization has risen too. Until…

天体物理仪器与方法 · 物理学 2018-05-30 Alyssa A. Goodman , Michelle A. Borkin , Thomas P. Robitaille

Applied visualization researchers often work closely with domain collaborators to explore new and useful applications of visualization. The early stages of collaborations are typically time consuming for all stakeholders as researchers…

人机交互 · 计算机科学 2018-11-13 Ethan Kerzner , Sarah Goodwin , Jason Dykes , Sara Jones , Miriah Meyer