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Paths Explored, Paths Omitted, Paths Obscured: Decision Points & Selective Reporting in End-to-End Data Analysis

International Conference on Human Factors in Computing Systems (CHI), 2019

30 October 2019

Yang Liu

Tim Althoff

Jeffrey Heer

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Papers citing "Paths Explored, Paths Omitted, Paths Obscured: Decision Points & Selective Reporting in End-to-End Data Analysis"

21 / 21 papers shown

Title
Analysis of Learning-based Offshore Wind Power Prediction Models with Various Feature Combinations Linhan Fang Fan Jiang Ann Mary Toms Xiaochen Li 123 2 0 10 Mar 2025
From Data Dump to Digestible Chunks: Automated Segmentation and Summarization of Provenance Logs for Communication Jeremy E. Block Donald R. Honeycutt Brett Benda Benjamin Rheault Eric D. Ragan 117 1 0 06 Sep 2024
Improving Steering and Verification in AI-Assisted Data Analysis with Interactive Task Decomposition Majeed Kazemitabaar Jack Williams Ian Drosos Tovi Grossman Austin Z. Henley Carina Negreanu Advait Sarkar 231 42 0 02 Jul 2024
A System for Quantifying Data Science Workflows with Fine-Grained Procedural Logging and a Pilot Study Jinjin Zhao Avidgor Gal Sanjay Krishnan 191 1 0 28 May 2024
LEVA: Using Large Language Models to Enhance Visual AnalyticsIEEE Transactions on Visualization and Computer Graphics (TVCG), 2024 Yuheng Zhao Yixing Zhang Yu Zhang Xinyi Zhao Junjie Wang Zekai Shao Cagatay Turkay Siming Chen VLM 162 48 0 09 Mar 2024
rTisane: Externalizing conceptual models for data analysis increases engagement with domain knowledge and improves statistical model quality Eunice Jun Edward Misback Jeffrey Heer René Just 186 0 0 25 Oct 2023
Sensitivity-Aware Amortized Bayesian Inference Lasse Elsemüller Hans Olischläger Marvin Schmitt Paul-Christian Bürkner Ullrich Kothe Stefan T. Radev 530 17 0 17 Oct 2023
CoPrompt: Supporting Prompt Sharing and Referring in Collaborative Natural Language Programming Felicia Li Feng Ryan Yen Yuzhe You Mingming Fan Jian Zhao Zhicong Lu 240 29 0 13 Oct 2023
How Do Analysts Understand and Verify AI-Assisted Data Analyses?International Conference on Human Factors in Computing Systems (CHI), 2023 Ken Gu Ruoxi Shang Tim Althoff Chenglong Wang Steven Drucker AAML 248 38 0 19 Sep 2023
How Do Data Analysts Respond to AI Assistance? A Wizard-of-Oz StudyInternational Conference on Human Factors in Computing Systems (CHI), 2023 Ken Gu Madeleine Grunde-McLaughlin Andrew M. McNutt Jeffrey Heer Tim Althoff 176 40 0 18 Sep 2023
Approximation and Progressive Display of Multiverse Analyses Yang Liu Tim Althoff Jeffrey Heer 90 1 0 15 May 2023
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data WorkInternational Conference on Human Factors in Computing Systems (CHI), 2023 Jennifer Rogers Anamaria Crisan 160 9 0 05 Apr 2023
MetaExplorer: Facilitating Reasoning with Epistemic Uncertainty in Meta-analysisInternational Conference on Human Factors in Computing Systems (CHI), 2023 Alex Kale Sarah Lee Terrance Goan Elizabeth Tipton Jessica Hullman 120 4 0 09 Feb 2023
Understanding and Supporting Debugging Workflows in Multiverse AnalysisInternational Conference on Human Factors in Computing Systems (CHI), 2022 Ken Gu Eunice Jun Tim Althoff 140 15 0 07 Oct 2022
How Do Data Science Workers Communicate Intermediate Results? Rock Yuren Pang Ruotong Wang Joely Nelson Leilani Battle 266 6 0 07 Oct 2022
Code Code Evolution: Understanding How People Change Data Science Notebooks Over TimeInternational Conference on Human Factors in Computing Systems (CHI), 2022 Deepthi Raghunandan Aayushi Roy Shenzhi Shi Niklas Elmqvist Leilani Battle SyDa 136 23 0 06 Sep 2022
Promoting Ethical Awareness in Communication Analysis: Investigating Potentials and Limits of Visual Analytics for Intelligence ApplicationsConference on Fairness, Accountability and Transparency (FAccT), 2022 M. T. Fischer S. Hirsbrunner Wolfgang Jentner Matthias Miller Daniel A. Keim Paula Helm 177 11 0 18 Mar 2022
Tisane: Authoring Statistical Models via Formal Reasoning from Conceptual and Data RelationshipsInternational Conference on Human Factors in Computing Systems (CHI), 2022 Eunice Jun Audrey Seo Jeffrey Heer René Just 208 23 0 07 Jan 2022
Hypothesis Formalization: Empirical Findings, Software Limitations, and Design Implications Eunice Jun M. Birchfield Nicole de Moura Jeffrey Heer René Just 134 19 0 06 Apr 2021
CORAL: COde RepresentAtion Learning with Weakly-Supervised Transformers for Analyzing Data AnalysisEPJ Data Science (EPJ Data Sci.), 2020 Ashley Ge Zhang Michael Merrill Yang Liu Jeffrey Heer Tim Althoff ViT 100 14 0 28 Aug 2020
Boba: Authoring and Visualizing Multiverse AnalysesIEEE Transactions on Visualization and Computer Graphics (TVCG), 2020 Yang Liu Alex Kale Tim Althoff Jeffrey Heer 216 55 0 10 Jul 2020