activity
20182022
most citedGoals, Process, and Challenges of Exploratory Data Analysis: An Interview Study

46 citations · 118 across the 8 of their papers we have counts for

collaborators

12 papers

cs.HC20222 cited

Fidyll: A Compiler for Cross-Format Data Stories & Explorable Explanations

Matthew Conlen, Jeffrey Heer

Narrative visualization is a powerful communicative tool that can take on various formats such as interactive articles, slideshows, and data videos. These formats each have their s…

cs.AI202224 cited

Tisane: Authoring Statistical Models via Formal Reasoning from Conceptual and Data Relationships

Eunice Jun, Audrey Seo, Jeffrey Heer +1

Proper statistical modeling incorporates domain theory about how concepts relate and details of how data were measured. However, data analysts currently lack tool support for recor…

cs.HC20212 cited

Gemini2: Generating Keyframe-Oriented Animated Transitions Between Statistical Graphics

Younghoon Kim, Jeffrey Heer

Complex animated transitions may be easier to understand when divided into separate, consecutive stages. However, effective staging requires careful attention to both animation sem…

cs.OH2021

Hypothesis Formalization: Empirical Findings, Software Limitations, and Design Implications

Eunice Jun, Melissa Birchfield, Nicole de Moura +2

Data analysis requires translating higher level questions and hypotheses into computable statistical models. We present a mixed-methods study aimed at identifying the steps, consid…

cs.CL2021

Polyjuice: Generating Counterfactuals for Explaining, Evaluating, and Improving Models

Tongshuang Wu, Marco Tulio Ribeiro, Jeffrey Heer +1

While counterfactual examples are useful for analysis and training of NLP models, current generation methods either rely on manual labor to create very few counterfactuals, or only…

cs.HC20201 cited

Gemini: A Grammar and Recommender System for AnimatedTransitions in Statistical Graphics

Younghoon Kim, Jeffrey Heer

Animated transitions help viewers follow changes between related visualizations. Specifying effective animations demands significant effort: authors must select the elements and pr…