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Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings

Summary: Proposes uncertain top-k queries (UTK) for multi-criteria ranking under bounded weight uncertainty, reporting options that may belong to the top-k. Extends to exact top-k per weight setting with a scalable processing framework and benchmarks on standard datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11791
Venue
VLDB
Year
2018
Pagerank
5.0844506e-05
Overall Rank
6,378 | 55.68%
DOI
10.14778/3204028.3204031

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Showing 9 of 9 citing papers.

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Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032118946
428 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.0002349868
1,070 Regret-Minimizing Representative Databases 2010 VLDB 0.00014274615
1,272 Continuous Nearest Neighbor Search 2002 VLDB 0.00012871443
1,612 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011142757
1,703 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010820803
2,004 Discovering Relative Importance of Skyline Attributes 2009 VLDB 9.8183624e-05
2,477 Computing k-Regret Minimizing Sets 2014 VLDB 8.6907684e-05
2,967 Processing a Large Number of Continuous Preference Top-k Queries 2012 SIGMOD 7.7975455e-05
3,015 Ranking with Uncertain Scoring Functions: Semantics and Sensitivity Measures 2011 SIGMOD 7.7079141e-05
3,190 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD 7.413338e-05
3,657 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 6.8700972e-05
4,094 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.4510938e-05
4,556 Learning User Preferences By Adaptive Pairwise Comparison 2015 VLDB 6.0815983e-05
6,090 Reconciling Skyline and Ranking Queries 2017 VLDB 5.214198e-05
6,204 Maximum Rank Query 2015 VLDB 5.1547199e-05
6,381 k-Hit Query: Top-k Query with Probabilistic Utility Function 2015 SIGMOD 5.0839387e-05
6,632 Global Immutable Region Computation 2014 SIGMOD 4.9803909e-05
7,539 Boosting Spatial Pruning: On Optimal Pruning of MBRs 2010 SIGMOD 4.7116182e-05
8,652 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4709596e-05
8,823 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD 4.4372904e-05
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