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rkHit: Representative Query with Uncertain Preference

Summary: Proposes rkHit, selecting r representative tuples under a distribution over scoring functions to maximize the probability a chosen tuple is attractive in top-k (expected user satisfaction). In 2D, 2DH gives an exact polynomial algorithm; rkHit is NP-hard for d≥3; 3D offers a (1−1/e)-approximation 3DH under uniform preferences while MDH handles any dimension/distribution via sampling+clustering; experiments show efficiency. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6629
Venue
SIGMOD
Year
2023
Pagerank
4.1945683e-05
Overall Rank
11,195 | 22.12%
DOI
10.1145/3589271

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Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,072 Regret-Minimizing Representative Databases 2010 VLDB 0.00014270817
1,597 Designing Fair Ranking Schemes 2019 SIGMOD 0.00011209846
2,478 Computing k-Regret Minimizing Sets 2014 VLDB 8.6927744e-05
2,933 Answering Top-k Queries Using Views 2006 VLDB 7.8679669e-05
3,014 Ranking with Uncertain Scoring Functions: Semantics and Sensitivity Measures 2011 SIGMOD 7.70946e-05
3,463 Towards Robust Indexing for Ranked Queries 2006 VLDB 7.069675e-05
3,665 Ad-hoc Top-k Query Answering for Data Streams 2007 VLDB 6.8633354e-05
4,186 Best Position Algorithms for Top-k Queries 2007 VLDB 6.3764858e-05
4,564 Learning User Preferences By Adaptive Pairwise Comparison 2015 VLDB 6.0819005e-05
5,116 Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative 2017 SIGMOD 5.6830089e-05
5,555 On Obtaining Stable Rankings 2019 VLDB 5.4386174e-05
6,091 Reconciling Skyline and Ranking Queries 2017 VLDB 5.214376e-05
6,387 Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings 2018 VLDB 5.0851965e-05
6,391 k-Hit Query: Top-k Query with Probabilistic Utility Function 2015 SIGMOD 5.0842079e-05
6,816 RRR: Rank-Regret Representative 2019 SIGMOD 4.9173197e-05
6,834 A Unified Optimization Algorithm For Solving "Regret-Minimizing Representative" Problems 2020 VLDB 4.9117328e-05
7,002 Marrying Top-k with Skyline Queries: Relaxing the Preference Input while Producing Output of Controllable Size 2021 SIGMOD 4.8670742e-05
7,559 Strongly Truthful Interactive Regret Minimization 2019 SIGMOD 4.7107487e-05
7,605 The Computation of Optimal Subset Repairs 2020 VLDB 4.697534e-05
8,877 Creating Top Ranking Options in the Continuous Option and Preference Space 2019 VLDB 4.4302563e-05
9,772 Minimum Coresets for Maxima Representation of Multidimensional Data 2021 PODS 4.2856106e-05
9,774 On m-Impact Regions and Standing Top-k Influence Problems 2021 SIGMOD 4.2856106e-05
9,775 Interactive Search for One of the Top-k 2021 SIGMOD 4.2856106e-05
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