Stochastic Submodular Data Forgetting
Summary: Subset-selection data forgetting: given relational D, query log Q and budget B, pick D* (|D*|≤B) to preserve approximate expected query answers. IndepDF and DepDF avoid function evaluations to get submodular-style guarantees with amnesia-like runtime, matching submodular accuracy while scaling. (summarized by gpt-5-mini on Feb 11 2026)
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Authors
- 1. Ramon Rico (Utrecht University)
- 2. Arno Siebes (Utrecht University)
- 3. Yannis Velegrakis (University of Trento; Utrecht University)
BibTeX Citation
@inproceedings{rico_sigmod26,
title = {{Stochastic Submodular Data Forgetting}},
author = {Rico, Ramon and Siebes, Arno and Velegrakis, Yannis},
series = {{SIGMOD} '26},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3769830},
url = {https://dl.acm.org/doi/10.1145/3769830},
year = {2026}
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 88 | Automated Selection of Materialized Views and Indexes for SQL Databases | 2000 | VLDB | 0.00035351639 |
| 372 | Approximate Query Processing: Taming the TeraBytes! A Tutorial | 2001 | VLDB | 0.00019720059 |
| 923 | Materialized View Selection and Maintenance Using Multi-Query Optimization | 2001 | SIGMOD | 0.00013064753 |
| 957 | Materialized View Selection for Multidimensional Datasets | 1998 | VLDB | 0.00012861484 |
| 1,082 | Approximate Query Processing: No Silver Bullet | 2017 | SIGMOD | 0.00012122749 |
| 3,259 | On the Complexity of the View-Selection Problem | 1999 | PODS | 7.4855259e-05 |
| 5,927 | A Database System with Amnesia | 2017 | CIDR | 5.9441754e-05 |
| 6,569 | Big Data Space Fungus | 2015 | CIDR | 5.7465184e-05 |
| 7,621 | PHOcus: Efficiently Archiving Photos | 2022 | VLDB | 5.4823129e-05 |
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