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Potter's Wheel: An Interactive Data Cleaning System

Summary: Potter's Wheel is an interactive data-cleaning system that tightly couples transformation with discrepancy detection, enabling progressive fixes in a spreadsheet-like interface. Transforms are defined graphically or by example, with immediate visual feedback; the system infers value structures and checks constraints in the background. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8762
Venue
VLDB
Year
2001
Pagerank
0.00047045036
Overall Rank
112 | 99.23%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
7,777 Indexing Mixed Types for Approximate Retrieval 2005 VLDB 4.653704e-05
7,812 Foofah: A Programming-By-Example System for Synthesizing Data Transformation Programs 2017 SIGMOD 4.6443197e-05
7,838 Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes 2021 SIGMOD 4.6377995e-05
8,092 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.587921e-05
8,579 RECA: Related Tables Enhanced Column Semantic Type Annotation Framework 2023 VLDB 4.4922446e-05
9,049 JENNER: Just-in-time Enrichment in Query Processing 2022 VLDB 4.4039656e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
9,301 Repairing Data through Regular Expressions 2016 VLDB 4.3587281e-05
9,389 DataVinci: Learning Syntactic and Semantic String Repairs 2025 SIGMOD 4.3441378e-05
9,984 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1945683e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.1945683e-05
10,610 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1945683e-05
11,691 Enabling Data Science for the Majority 2019 VLDB 4.1945683e-05
12,202 Microsoft Codename "Montego" 6 Data Import, Transformation, and Publication for Information Workers 2011 VLDB 4.1945683e-05
12,425 XClean in Action: A Demonstration of Declarative XML Data Cleaning 2007 CIDR 4.1945683e-05
12,524 Quality Views: Capturing and Exploiting the User Perspective on Data Quality 2006 VLDB 4.1945683e-05
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Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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