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A Unified Optimization Algorithm For Solving “Regret-Minimizing Representative” Problems

Summary: Introduces a unified framework for regret-minimizing representative selection across worst-case and aggregate variants, isolating differences in variant-specific oracles. Combines K-MEDOIDS-style optimization with LP, graph edge sampling, and convex-polytope volume estimation. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h41ada374c5e44d5e
Venue
VLDB
Year
2020
Pagerank
5.623188e-05
Overall Rank
6,939 | 53.49%
DOI
10.14778/3368289.3368291
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{shetiya_vldb20,
        title = {{A Unified Optimization Algorithm For Solving “Regret-Minimizing Representative” Problems}},
        author = {Shetiya, Suraj and Asudeh, Abolfazl and Ahmed, Sadia and Das, Gautam},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {3},
        pages = {239--251},
        doi = {10.14778/3368289.3368291},
        url = {https://doi.org/10.14778/3368289.3368291},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
9,609 Happiness Maximizing Sets under Group Fairness Constraints 2023 VLDB 5.1376962e-05
10,124 Minimum Coresets for Maxima Representation of Multidimensional Data 2021 PODS 5.0638787e-05
11,764 rkHit: Representative Query with Uncertain Preference 2023 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010688884
1,092 Regret-Minimizing Representative Databases 2010 VLDB 0.00012052099
1,385 Designing Fair Ranking Schemes 2019 SIGMOD 0.00010823535
2,119 Computing k-Regret Minimizing Sets 2014 VLDB 8.9989036e-05
2,551 Interactive Regret Minimization 2012 SIGMOD 8.2864226e-05
2,566 Answering Top-k Queries Using Views 2006 VLDB 8.2679821e-05
4,856 Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative 2017 SIGMOD 6.3655902e-05
5,092 Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality 2018 SIGMOD 6.2656058e-05
5,624 On Obtaining Stable Rankings 2019 VLDB 6.0456849e-05
7,053 Minimizing Average Regret Ratio in Database 2016 SIGMOD 5.5958722e-05
8,557 Discovering the Skyline of Web Databases 2016 VLDB 5.3017168e-05
12,425 Query Reranking As A Service 2016 VLDB 4.9605343e-05
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