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Human-AI Collaborative Data Science Using Visual Workflows

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Category: Publication

Publication

Udon: Efficient Debugging of User-Defined Functions in Big Data Systems with Line-by-Line Control

January 1, 2023May 21, 2026 Matthew Ball

Huang, Yicong; Wang, Zuozhi; Li, Chen Udon: Efficient Debugging of User-Defined Functions in Big Data Systems with Line-by-Line Control…

Computer Science, PublicationLeave a Comment on Udon: Efficient Debugging of User-Defined Functions in Big Data Systems with Line-by-Line ControlPost read time 8 sec read
Publication

Texera: A System for Collaborative and Interactive Data Analytics Using Workflows (PhD Thesis)

January 1, 2023May 21, 2026 Matthew Ball

Wang, Zuozhi Texera: A System for Collaborative and Interactive Data Analytics Using Workflows (PhD Thesis) University of California, Irvine,…

Computer Science, PublicationLeave a Comment on Texera: A System for Collaborative and Interactive Data Analytics Using Workflows (PhD Thesis)Post read time 5 sec read
Publication

Raven: Accelerating Execution of Iterative Data Analytics by Reusing Results of Previous Equivalent Versions

January 1, 2023May 21, 2026 Matthew Ball

Alsudais, Sadeem; Kumar, Avinash; Li, Chen Raven: Accelerating Execution of Iterative Data Analytics by Reusing Results of Previous Equivalent…

Computer Science, PublicationLeave a Comment on Raven: Accelerating Execution of Iterative Data Analytics by Reusing Results of Previous Equivalent VersionsPost read time 11 sec read
Publication

Improving Iterative Analytics in GUI-Based Data-Processing Systems with Visualization, Version Control, and Result Reuse

January 1, 2023May 21, 2026 Matthew Ball

Alsudais, Sadeem Improving Iterative Analytics in GUI-Based Data-Processing Systems with Visualization, Version Control, and Result Reuse (PhD Thesis) University…

Computer Science, PublicationLeave a Comment on Improving Iterative Analytics in GUI-Based Data-Processing Systems with Visualization, Version Control, and Result ReusePost read time 6 sec read
Publication

Building a Collaborative Data Analytics System: Opportunities and Challenges

January 1, 2023May 21, 2026 Matthew Ball

Wang, Zuozhi; Li, Chen Building a Collaborative Data Analytics System: Opportunities and Challenges In: Proc. VLDB Endow., vol. 16,…

Computer Science, PublicationLeave a Comment on Building a Collaborative Data Analytics System: Opportunities and ChallengesPost read time 7 sec read
Publication

Public Opinions toward COVID-19 Vaccine Mandates: A Machine Learning-based Analysis of U.S. Tweets

January 1, 2022May 21, 2026 Matthew Ball

Guo, Yawen; Zhu, Jun; Huang, Yicong; He, Lu; He, Changyang; Li, Chen; Zheng, Kai Public Opinions toward COVID-19 Vaccine…

Interdisciplinary, PublicationLeave a Comment on Public Opinions toward COVID-19 Vaccine Mandates: A Machine Learning-based Analysis of U.S. TweetsPost read time 12 sec read
Publication

Towards Interactive, Adaptive and Result-aware Big Data Analytics

January 1, 2022May 21, 2026 Matthew Ball

Kumar, Avinash Towards Interactive, Adaptive and Result-aware Big Data Analytics (PhD Thesis) University of California, Irvine, USA, 2022. eScholarship

Computer Science, PublicationLeave a Comment on Towards Interactive, Adaptive and Result-aware Big Data AnalyticsPost read time 5 sec read
Publication

Reshape: Adaptive Result-aware Skew Handling for Exploratory Analysis on Big Data

January 1, 2022May 21, 2026 Matthew Ball

Kumar, Avinash; Alsudais, Sadeem; Ni, Shengquan; Wang, Zuozhi; Huang, Yicong; Li, Chen Reshape: Adaptive Result-aware Skew Handling for Exploratory…

Computer Science, PublicationLeave a Comment on Reshape: Adaptive Result-aware Skew Handling for Exploratory Analysis on Big DataPost read time 8 sec read
Publication

Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees

January 1, 2022May 21, 2026 Matthew Ball

Wang, Zuozhi; Ni, Shengquan; Kumar, Avinash; Li, Chen Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional…

Computer Science, PublicationLeave a Comment on Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional GuaranteesPost read time 9 sec read
Publication

Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy Models

January 1, 2022May 21, 2026 Matthew Ball

Yang, Zhihui; Huang, Yicong; Wang, Zuozhi; Gao, Feng; Lu, Yao; Li, Chen; Wang, X. Sean Demonstration of Accelerating Machine…

Computer Science, PublicationLeave a Comment on Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy ModelsPost read time 10 sec read

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