The state of the art in creating visualization corpora for automated chart analysis

C Chen, Z Liu - Computer Graphics Forum, 2023 - Wiley Online Library
We present a state‐of‐the‐art report on visualization corpora in automated chart analysis
research. We survey 56 papers that created or used a visualization corpus as the input of …

Transitioning to a commercial dashboarding system: Socio-technical observations and opportunities

C Walchshofer, V Dhanoa, M Streit… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Many long-established, traditional manufacturing businesses are becoming more digital and
data-driven to improve their production. These companies are embracing visual analytics in …

WYTIWYR: A User Intent‐Aware Framework with Multi‐modal Inputs for Visualization Retrieval

S Xiao, Y Hou, C Jin, W Zeng - Computer Graphics Forum, 2023 - Wiley Online Library
Retrieving charts from a large corpus is a fundamental task that can benefit numerous
applications such as visualization recommendations. The retrieved results are expected to …

How Good is ChatGPT in Giving Advice on Your Visualization Design?

NW Kim, G Myers, B Bach - arXiv preprint arXiv:2310.09617, 2023 - arxiv.org
Data visualization practitioners often lack formal training, resulting in a knowledge gap in
visualization design best practices. Large-language models like ChatGPT, with their vast …

“I Came Across a Junk”: Understanding Design Flaws of Data Visualization from the Public's Perspective

X Lan, Y Liu - IEEE Transactions on Visualization and …, 2024 - ieeexplore.ieee.org
The visualization community has a rich history of reflecting upon visualization design flaws.
Although research in this area has remained lively, we believe it is essential to continuously …

Mystique: Deconstructing SVG Charts for Layout Reuse

C Chen, B Lee, Y Wang, Y Chang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
To facilitate the reuse of existing charts, previous research has examined how to obtain a
semantic understanding of a chart by deconstructing its visual representation into reusable …

Understanding visualization authoring techniques for genomics data in the context of personas and tasks

A van den Brandt, S L'Yi, HN Nguyen… - … on Visualization and …, 2024 - ieeexplore.ieee.org
Genomics experts rely on visualization to extract and share insights from complex and large-
scale datasets. Beyond off-the-shelf tools for data exploration, there is an increasing need …

Data Analysis in the Era of Generative AI

JP Inala, C Wang, S Drucker, G Ramos, V Dibia… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper explores the potential of AI-powered tools to reshape data analysis, focusing on
design considerations and challenges. We explore how the emergence of large language …

Unveiling How Examples Shape Visualization Design Outcomes

HK Bako, X Liu, G Ko, H Song… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Visualization designers (eg, journalists or data analysts) often rely on examples to explore
the space of possible designs, yet we have little insight into how examples shape data …

“It's a Good Idea to Put It Into Words”: Writing 'Rudders' in the Initial Stages of Visualization Design

C Stokes, C Hu, MA Hearst - IEEE Transactions on Visualization …, 2024 - ieeexplore.ieee.org
Written language is a useful tool for non-visual creative activities like composing essays and
planning searches. This paper investigates the integration of written language into the …