Beyond Numbers: Creating Analogies to Enhance Data Comprehension and Communication with Generative AI

Q Chen, W Shuai, J Zhang, Z Sun, N Cao - Proceedings of the CHI …, 2024 - dl.acm.org
Unfamiliar measurements usually hinder readers from grasping the scale of the numerical
data, understanding the content, and feeling engaged with the context. To enhance data …

Towards Explainable AI Using Similarity: An Analogues Visualization System

V Segura, B Brandão, A Fucs, E Vital Brazil - … , DUXU 2019, Held as Part of …, 2019 - Springer
AI Systems are becoming ubiquitous and assuming different roles in our lives: they can act
as recommendation systems in multiple contexts, they can work as personal assistants, they …

Math augmentation: How authors enhance the readability of formulas using novel visual design practices

A Head, A Xie, MA Hearst - Proceedings of the 2022 CHI Conference on …, 2022 - dl.acm.org
With the increasing growth and impact of machine learning and other math-intensive fields, it
is more important than ever to broaden access to mathematical notation. Can new visual …

What We Augment When We Augment Visualizations: A Design Elicitation Study of How We Visually Express Data Relationships

G Guo, J Stasko, A Endert - … of the 2024 International Conference on …, 2024 - dl.acm.org
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 …

Data Abstraction Elephants: The Initial Diversity of Data Representations and Mental Models

K Williams, A Bigelow, KE Isaacs - … of the 2023 CHI Conference on …, 2023 - dl.acm.org
Two people looking at the same dataset will create different mental models, prioritize
different attributes, and connect with different visualizations. We seek to understand the …

Falx: Synthesis-powered visualization authoring

C Wang, Y Feng, R Bodik, I Dillig, A Cheung… - Proceedings of the 2021 …, 2021 - dl.acm.org
Modern visualization tools aim to allow data analysts to easily create exploratory
visualizations. When the input data layout conforms to the visualization design, users can …

Concept-driven visual analytics: an exploratory study of model-and hypothesis-based reasoning with visualizations

IK Choi, T Childers, NK Raveendranath… - Proceedings of the …, 2019 - dl.acm.org
Visualization tools facilitate exploratory data analysis, but fall short at supporting hypothesis-
based reasoning. We conducted an exploratory study to investigate how visualizations might …

Dataselfie: Empowering people to design personalized visuals to represent their data

NW Kim, H Im, N Henry Riche, A Wang… - Proceedings of the …, 2019 - dl.acm.org
Many personal informatics systems allow people to collect and manage personal data and
reflect more deeply about themselves. However, these tools rarely offer ways to customize …

Data Formulator: AI-powered Concept-driven Visualization Authoring

C Wang, J Thompson, B Lee - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With most modern visualization tools, authors need to transform their data into tidy formats to
create visualizations they want. Because this requires experience with programming or …

Indexing Analytics to Instances: How Integrating a Dashboard can Support Design Education

A Jain, A Kerne, N Lupfer, G Britain, A Perrine… - arXiv preprint arXiv …, 2024 - arxiv.org
We investigate how to use AI-based analytics to support design education. The analytics at
hand measure multiscale design, that is, students' use of space and scale to visually and …