The science of visual data communication: What works

SL Franconeri, LM Padilla, P Shah… - … Science in the …, 2021 - journals.sagepub.com
Effectively designed data visualizations allow viewers to use their powerful visual systems to
understand patterns in data across science, education, health, and public policy. But …

Rethinking the ranks of visual channels

CM McColeman, F Yang, TF Brady… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Data can be visually represented using visual channels like position, length or luminance.
An existing ranking of these visual channels is based on how accurately participants could …

Fitting bell curves to data distributions using visualization

E Newburger, M Correll… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Idealized probability distributions, such as normal or other curves, lie at the root of
confirmatory statistical tests. But how well do people understand these idealized curves? In …

Teru Teru Bōzu: Defensive Raincloud Plots

M Correll - Computer Graphics Forum, 2023 - Wiley Online Library
Univariate visualizations like histograms, rug plots, or box plots provide concise visual
summaries of distributions. However, each individual visualization may fail to robustly …

Beware of validation by eye: Visual validation of linear trends in scatterplots

D Braun, R Chang, M Gleicher… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
Visual validation of regression models in scatterplots is a common practice for assessing
model quality, yet its efficacy remains unquantified. We conducted two empirical …

How Can Deep Neural Networks Aid Visualization Perception Research? Three Studies on Correlation Judgments in Scatterplots

F Yang, Y Ma, L Harrison, J Tompkin… - Proceedings of the 2023 …, 2023 - dl.acm.org
How deep neural networks can aid visualization perception research is a wide-open
question. This paper provides insights from three perspectives—prediction, generalization …

Same Data, Diverging Perspectives: The Power of Visualizations to Elicit Competing Interpretations

CX Bearfield, L van Weelden, A Waytz… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
People routinely rely on data to make decisions, but the process can be riddled with biases.
We show that patterns in data might be noticed first or more strongly, depending on how the …

Transparent Practices for Quantitative Empirical Research

C Wacharamanotham, F Yang, X Pu, A Sarma… - CHI Conference on …, 2022 - dl.acm.org
Transparent research practices enable the research design, materials, analytic methods,
and data to be thoroughly evaluated and potentially reproduced. The HCI community has …

Visual Cue Effects on a Classification Accuracy Estimation Task in Immersive Scatterplots

F Yang, J Tompkin, L Harrison… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Immersive visualization in virtual reality (VR) allows us to exploit visual cues for perception
in 3D space, yet few existing studies have measured the effects of visual cues. Across a …

Tasks and Telephones: Threats to Experimental Validity due to Misunderstandings of Visualisation Tasks and Strategies Position Paper

A Sarma, S Long, M Correll… - 2024 IEEE Evaluation and …, 2024 - ieeexplore.ieee.org
Empirical studies in visualisation often compare visual representations to identify the most
effective visualisation for a particular visual judgement or decision making task. However …