46 citations · 89 across the 3 of their papers we have counts for
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cs.HC2020
Boba: Authoring and Visualizing Multiverse Analyses
Yang Liu, Alex Kale, Tim Althoff +1
Multiverse analysis is an approach to data analysis in which all "reasonable" analytic decisions are evaluated in parallel and interpreted collectively, in order to foster robustne…
cs.HC2019★ 46 cited
Goals, Process, and Challenges of Exploratory Data Analysis: An Interview Study
Kanit Wongsuphasawat, Yang Liu, Jeffrey Heer
How do analysis goals and context affect exploratory data analysis (EDA)? To investigate this question, we conducted semi-structured interviews with 18 data analysts. We characteri…
cs.HC2019★ 39 cited
Paths Explored, Paths Omitted, Paths Obscured: Decision Points & Selective Reporting in End-to-End Data Analysis
Yang Liu, Tim Althoff, Jeffrey Heer
Drawing reliable inferences from data involves many, sometimes arbitrary, decisions across phases of data collection, wrangling, and modeling. As different choices can lead to dive…