215 citations · 551 across the 33 of their papers we have counts for
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Anticipatory Ethics and the Role of Uncertainty
Priyanka Nanayakkara, Nicholas Diakopoulos, Jessica Hullman
Making conjectures about future consequences of a technology is an exercise in trying to reduce various forms of uncertainty. Both to produce and reason about these conjectures req…
Bayesian-Assisted Inference from Visualized Data
Yea-Seul Kim, Paula Kayongo, Madeleine Grunde-McLaughlin +1
A Bayesian view of data interpretation suggests that a visualization user should update their existing beliefs about a parameter's value in accordance with the amount of informatio…
Visual Reasoning Strategies for Effect Size Judgments and Decisions
Alex Kale, Matthew Kay, Jessica Hullman
Uncertainty visualizations often emphasize point estimates to support magnitude estimates or decisions through visual comparison. However, when design choices emphasize means, user…
Human Factors in Model Interpretability: Industry Practices, Challenges, and Needs
Sungsoo Ray Hong, Jessica Hullman, Enrico Bertini
As the use of machine learning (ML) models in product development and data-driven decision-making processes became pervasive in many domains, people's focus on building a well-perf…