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The visual analytics community has long aimed to understand users better and assist them in their analytic endeavors. As a result, numerous conceptual models of visual analytics aim to formalize common workflows, techniques, and goals…

人机交互 · 计算机科学 2023-04-20 Shayan Monadjemi , Mengtian Guo , David Gotz , Roman Garnett , Alvitta Ottley

For decades, the growth and volume of digital data collection has made it challenging to digest large volumes of information and extract underlying structure. Coined 'Big Data', massive amounts of information has quite often been gathered…

人机交互 · 计算机科学 2016-11-17 Andrew Moran , Vijay Gadepally , Matthew Hubbell , Jeremy Kepner

Understanding different types of users' needs can even be more critical in today's data visualization field, as exploratory visualizations for novice users are becoming more widespread with an increasing amount of data sources. The…

计算机与社会 · 计算机科学 2020-09-15 Damla Cay , Till Nagel , Asim Evren Yantac

Visualization languages help to standardize the process of designing effective visualizations, one of the most prominent being D3. However, few researchers have analyzed at scale how users incorporate these languages into existing…

人机交互 · 计算机科学 2022-06-29 Leilani Battle , Danni Feng , Kelli Webber

Datasets of visualization play a crucial role in automating data-driven visualization pipelines, serving as the foundation for supervised model training and algorithm benchmarking. In this paper, we survey the literature on visualization…

人机交互 · 计算机科学 2024-07-24 Can Liu , Ruike Jiang , Shaocong Tan , Jiacheng Yu , Chaofan Yang , Hanning Shao , Xiaoru Yuan

Draco introduced a constraint-based framework to model visualization design in an extensible and testable form. It provides a way to abstract design guidelines from theoretical and empirical studies and applies the knowledge in automated…

人机交互 · 计算机科学 2023-08-29 Junran Yang , Péter Ferenc Gyarmati , Zehua Zeng , Dominik Moritz

Deep learning has recently seen rapid development and received significant attention due to its state-of-the-art performance on previously-thought hard problems. However, because of the internal complexity and nonlinear structure of deep…

人机交互 · 计算机科学 2018-05-15 Fred Hohman , Minsuk Kahng , Robert Pienta , Duen Horng Chau

In a world filled with data, it is expected for a nation to take decisions informed by data. However, countries need to first collect and publish such data in a way meaningful for both citizens and policy makers. A good thematic…

人机交互 · 计算机科学 2024-01-30 Pierre Raimbaud , Jaime Camilo Espitia Castillo , John Guerra-Gomez

In the digital landscape, the ubiquity of data visualizations in media underscores the necessity for accessibility to ensure inclusivity for all users, including those with visual impairments. Current visual content often fails to cater to…

人机交互 · 计算机科学 2024-09-27 Qiang Xu , Thomas Hurtut

Most tabular data visualization techniques focus on overviews, yet many practical analysis tasks are concerned with investigating individual items of interest. At the same time, relating an item to the rest of a potentially large table is…

Data visualization is essential for developing an understanding of a complex system. The power grid is one of the most complex systems in the world and effective power grid research visualization software must 1) be easy to use, 2) support…

系统与控制 · 电气工程与系统科学 2025-10-15 Noah Rhodes

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…

Visualisation is often presented as a means of simplifying information and helping people understand complex data. In this paper we describe the design, development and evaluation of an interactive visualisation for spreadsheet formulae…

人机交互 · 计算机科学 2020-07-02 Chris Roast

Control flow graphs (CFGs) are essential tools for understanding program behavior, yet the size of real-world CFGs makes them difficult to interpret. With thousands of nodes and edges, sophisticated graph drawing algorithms are required to…

人机交互 · 计算机科学 2025-11-10 Philipp Schaad , Tal Ben-Nun , Torsten Hoefler

Designers often create visualizations to achieve specific high-level analytical or communication goals. These goals require people to naturally extract complex, contextualized, and interconnected patterns in data. While limited prior work…

Visualization recommendation seeks to generate, score, and recommend to users useful visualizations automatically, and are fundamentally important for exploring and gaining insights into a new or existing dataset quickly. In this work, we…

信息检索 · 计算机科学 2020-09-28 Xin Qian , Ryan A. Rossi , Fan Du , Sungchul Kim , Eunyee Koh , Sana Malik , Tak Yeon Lee , Joel Chan

Selecting the appropriate visual presentation of the data such that it preserves the semantics of the underlying data and at the same time provides an intuitive summary of the data is an important, often the final step of data analytics.…

人工智能 · 计算机科学 2017-11-15 Rema Ananthanarayanan , Pranay Kr. Lohia , Srikanta Bedathur

The widespread of data visualisation tools on smartphones has provided end users an easy way to track their health data, leading designers to put more effort into delivering suitable visualisations. Both academia and industry have developed…

人机交互 · 计算机科学 2023-11-08 Yasmeen Anjeer Alshehhi , Khlood Ahmad , Mohamed Abdelrazek , Alessio Bonti

Data visualization should be accessible for all analysts with data, not just the few with technical expertise. Visualization recommender systems aim to lower the barrier to exploring basic visualizations by automatically generating results…

人机交互 · 计算机科学 2018-08-16 Kevin Z. Hu , Michiel A. Bakker , Stephen Li , Tim Kraska , César A. Hidalgo

Analyzing large complex image collections in domains like forensics, accident investigation, or social media analysis involves interpreting intricate, overlapping relationships among images. Traditional clustering and classification methods…

图形学 · 计算机科学 2025-10-24 Floris Gisolf , Zeno J. M. H. Geradts , Marcel Worring