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Finding k-Dominant Skylines in High Dimensional Space

Summary: Introduces k-dominant skylines to curb high-dimensional skyline growth via k-dominance (p ≥ q in k dimensions and strictly better in at least one). Proves non-transitivity of k-dominant skylines and presents several new algorithms and variants with extensive experiments on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3777
Venue
SIGMOD
Year
2006
Pagerank
0.00015387584
Overall Rank
914 | 93.65%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
1,072 Regret-Minimizing Representative Databases 2010 VLDB 0.00014270817
1,179 Probabilistic Skylines on Uncertain Data 2007 VLDB 0.00013457451
2,366 Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data 2007 VLDB 8.9523637e-05
2,478 Computing k-Regret Minimizing Sets 2014 VLDB 8.6927744e-05
2,500 Efficient Skyline Computation over Low-Cardinality Domains 2007 VLDB 8.6457563e-05
2,615 Interactive Regret Minimization 2012 SIGMOD 8.4473503e-05
3,030 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6794959e-05
3,691 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 6.8383587e-05
4,142 Approaching the Skyline in Z Order 2007 VLDB 6.4138475e-05
5,116 Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative 2017 SIGMOD 5.6830089e-05
5,240 On Finding Skylines in External Memory 2011 PODS 5.6104868e-05
5,255 Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality 2018 SIGMOD 5.6013035e-05
5,695 Scalable Skyline Computation Using Object-based Space Partitioning 2009 SIGMOD 5.3681018e-05
5,904 k-Regret Queries with Nonlinear Utilities 2015 VLDB 5.2790141e-05
5,985 Call to Order: A Hierarchical Browsing Approach to Eliciting Users' Preference 2010 SIGMOD 5.2442779e-05
6,391 k-Hit Query: Top-k Query with Probabilistic Utility Function 2015 SIGMOD 5.0842079e-05
6,677 Categorical Skylines for Streaming Data 2008 SIGMOD 4.9657435e-05
6,816 RRR: Rank-Regret Representative 2019 SIGMOD 4.9173197e-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
8,066 Optimizing Iceberg Queries with Complex Joins 2017 SIGMOD 4.5937212e-05
8,654 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4751356e-05
11,190 Efficient and Effective Cardinality Estimation for Skyline Family 2023 SIGMOD 4.1945683e-05
11,503 Preference Queries over Taxonomic Domains 2021 VLDB 4.1945683e-05
12,232 Finding Maximum Degrees in Hidden Bipartite Graphs 2010 SIGMOD 4.1945683e-05
12,248 A Demonstration of FlexPref: Extensible Preference Evaluation Inside the DBMS Engine 2010 SIGMOD 4.1945683e-05
12,251 CareDB: A Context and Preference-Aware Location-Based Database System 2010 VLDB 4.1945683e-05
12,304 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.1945683e-05
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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.

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