Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints
Summary: Contingency analysis under predicate-constraints bounds aggregates (SUM, COUNT, AVG, MIN, MAX) with missing data. An integer-program optimizer reconciles overlapping constraints to yield guaranteed hard bounds; experiments show competitive accuracy vs baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xi Liang (University of Chicago)
- 2. Zechao Shang (University of Chicago)
- 3. Sanjay Krishnan (University of Chicago)
- 4. Aaron J. Elmore (University of Chicago)
- 5. Michael J. Franklin (University of Chicago)
BibTeX Citation
@inproceedings{liang_sigmod20,
title = {{Fast and Reliable Missing Data Contingency Analysis with Predicate-Constraints}},
author = {Liang, Xi and Shang, Zechao and Krishnan, Sanjay and Elmore, Aaron J. and Franklin, Michael J.},
series = {{SIGMOD} '20},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3318464.3389785},
url = {https://dl.acm.org/doi/10.1145/3318464.3389785},
year = {2020}
}
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,206 | Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing | 2021 | SIGMOD | 5.9443409e-05 |
| 8,260 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD | 5.4574671e-05 |
| 9,194 | Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data | 2023 | VLDB | 5.3058708e-05 |
| 9,993 | In-Database Data Imputation | 2024 | SIGMOD | 5.1815618e-05 |
| 11,424 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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