Ziggy: Characterizing Query Results for Data Explorers
Summary: Ziggy identifies characteristic views—small column subsets where result tuples differ from the rest of the database—to help data explorers understand their results. It complements exploration systems by exposing why a selection is unique, guiding iterative refinement. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,344 | Exploring the Data Wilderness through Examples | 2019 | SIGMOD | 4.5428111e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,152 | Blink and It's Done: Interactive Queries on Very Large Data | 2012 | VLDB | 0.00013645792 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,426 | Data Debugging and Exploration with Vizier | 2019 | SIGMOD | 6.1969994e-05 |
| 12,084 | Fast Cartography for Data Explorers | 2013 | VLDB | 4.1945683e-05 |
| 10,860 | Exploring Exploratory Querying | 2025 | VLDB | 4.1945683e-05 |
| 5,107 | SeeDB: Automatically Generating Query Visualizations | 2014 | VLDB | 5.6925578e-05 |
| 1,552 | Overview of Data Exploration Techniques | 2015 | SIGMOD | 0.00011408814 |
| 8,344 | Exploring the Data Wilderness through Examples | 2019 | SIGMOD | 4.5428111e-05 |
| 7,071 | Smart Drill-Down: A New Data Exploration Operator | 2015 | VLDB | 4.8429461e-05 |
| 10,433 | DataDazzle: Intelligent Data Exploration through Natural Language | 2025 | SIGMOD | 4.1945683e-05 |
| 991 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB | 0.00014807273 |
| 11,463 | PyExplore: Query Recommendations for Data Exploration without Query Logs | 2021 | SIGMOD | 4.1945683e-05 |