sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization
Summary: sPaQLTooLs unifies stochastic modeling and constrained optimization in a database via stochastic package queries over Monte Carlo databases. Its SUMMARY SEARCH algorithm solves scenario-based problems scalably with approximation guarantees, outperforming prior methods. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Matteo Brucato (University of Massachusetts Amherst)
- 2. Miro Mannino (New York University)
- 3. Azza Abouzied (New York University)
- 4. Peter J. Haas (University of Massachusetts Amherst)
- 5. Alexandra Meliou (University of Massachusetts Amherst)
BibTeX Citation
@article{brucato_vldb20,
title = {{sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization}},
author = {Brucato, Matteo and Mannino, Miro and Abouzied, Azza and Haas, Peter J. and Meliou, Alexandra},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {2881--2884},
doi = {10.14778/3415478.3415499},
url = {https://doi.org/10.14778/3415478.3415499},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,515 | Counterfactual Explanation at Will, with Zero Privacy Leakage | 2024 | SIGMOD | 4.9793485e-05 |
| 13,594 | DeQL Studio: Declarative Decision-Making over Relational Data | 2026 | VLDB | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 245 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00023258672 |
| 9,050 | Stochastic Package Queries in Probabilistic Databases | 2020 | SIGMOD | 5.2305429e-05 |
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