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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
11790
Venue
VLDB
Year
2018
Pagerank
5.0851965e-05
Overall Rank
6,387 | 55.57%
DOI
10.14778/3204028.3204031

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Showing 9 of 9 citing papers.

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Outgoing Citations (Sorted by Pagerank)

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 0.0032169493
430 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.00023463938
1,072 Regret-Minimizing Representative Databases 2010 VLDB 0.00014270817
1,275 Continuous Nearest Neighbor Search 2002 VLDB 0.00012883899
1,609 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011150935
1,707 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010816111
1,998 Discovering Relative Importance of Skyline Attributes 2009 VLDB 9.824482e-05
2,478 Computing k-Regret Minimizing Sets 2014 VLDB 8.6927744e-05
2,976 Processing a Large Number of Continuous Preference Top-k Queries 2012 SIGMOD 7.789303e-05
3,014 Ranking with Uncertain Scoring Functions: Semantics and Sensitivity Measures 2011 SIGMOD 7.70946e-05
3,185 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD 7.4192604e-05
3,691 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 6.8383587e-05
4,095 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.4556768e-05
4,564 Learning User Preferences By Adaptive Pairwise Comparison 2015 VLDB 6.0819005e-05
6,091 Reconciling Skyline and Ranking Queries 2017 VLDB 5.214376e-05
6,203 Maximum Rank Query 2015 VLDB 5.1590738e-05
6,391 k-Hit Query: Top-k Query with Probabilistic Utility Function 2015 SIGMOD 5.0842079e-05
6,632 Global Immutable Region Computation 2014 SIGMOD 4.984576e-05
7,540 Boosting Spatial Pruning: On Optimal Pruning of MBRs 2010 SIGMOD 4.7159549e-05
8,654 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4751356e-05
8,825 Determining the Impact Regions of Competing Options in Preference Space 2017 SIGMOD 4.4415078e-05
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