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: hcba289bc1aa27765
Venue: SIGMOD
Year: 2006
Pagerank: 0.00013666302
Overall Rank: 818 | 94.51%
DOI: 10.1145/1142473.1142530

Incoming Non-self Citations Over Time

Authors

1. Chee-Yong Chan (National University of Singapore)
2. H.V. Jagadish (University of Michigan)
3. Kian-Lee Tan (National University of Singapore)
4. Anthony K.H. Tung (National University of Singapore)
5. Zhenjie Zhang (National University of Singapore)

BibTeX Citation

@inproceedings{chan_sigmod06,
        title = {{Finding k-Dominant Skylines in High Dimensional Space}},
        author = {Chan, Chee-Yong and Jagadish, H.V. and Tan, Kian-Lee and Tung, Anthony K.H. and Zhang, Zhenjie},
        series = {{SIGMOD} '06},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1142473.1142530},
        url = {https://dl.acm.org/doi/10.1145/1142473.1142530},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,087	Regret-Minimizing Representative Databases	2010	VLDB	0.00012092041
1,125	Probabilistic Skylines on Uncertain Data	2007	VLDB	0.00011921893
2,106	Computing k-Regret Minimizing Sets	2014	VLDB	9.0287481e-05
2,491	Efficient Skyline Computation over Low-Cardinality Domains	2007	VLDB	8.3882079e-05
2,545	Interactive Regret Minimization	2012	SIGMOD	8.3139128e-05
2,786	DADA: A Data Cube for Dominant Relationship Analysis	2006	SIGMOD	8.0127919e-05
2,893	Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data	2007	VLDB	7.8981754e-05
3,282	Kernel-Based Skyline Cardinality Estimation	2009	SIGMOD	7.4548746e-05
3,478	Approaching the Skyline in Z Order	2007	VLDB	7.2666467e-05
4,833	Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative	2017	SIGMOD	6.3867086e-05
5,071	Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality	2018	SIGMOD	6.2863925e-05
5,146	On Finding Skylines in External Memory	2011	PODS	6.2537047e-05
5,591	Scalable Skyline Computation Using Object-based Space Partitioning	2009	SIGMOD	6.0710684e-05
5,788	k-Regret Queries with Nonlinear Utilities	2015	VLDB	5.9926479e-05
6,012	Call to Order: A Hierarchical Browsing Approach to Eliciting Users' Preference	2010	SIGMOD	5.9115096e-05
6,066	k-Hit Query: Top-k Query with Probabilistic Utility Function	2015	SIGMOD	5.8950525e-05
6,721	RRR: Rank-Regret Representative	2019	SIGMOD	5.6966108e-05
6,750	Categorical Skylines for Streaming Data	2008	SIGMOD	5.6881113e-05
6,761	Marrying Top-k with Skyline Queries: Relaxing the Preference Input while Producing Output of Controllable Size	2021	SIGMOD	5.6873442e-05
7,456	Strongly Truthful Interactive Regret Minimization	2019	SIGMOD	5.5209079e-05
8,028	Optimizing Iceberg Queries with Complex Joins	2017	SIGMOD	5.4028948e-05
8,819	Finding Pareto Optimal Groups: Group-based Skyline	2015	VLDB	5.2698279e-05
9,381	Efficient and Effective Cardinality Estimation for Skyline Family	2023	SIGMOD	5.1843659e-05
10,436	Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation	2026	SIGMOD	4.9769913e-05
12,012	Preference Queries over Taxonomic Domains	2021	VLDB	4.9769913e-05
12,724	Finding Maximum Degrees in Hidden Bipartite Graphs	2010	SIGMOD	4.9769913e-05
12,740	A Demonstration of FlexPref: Extensible Preference Evaluation Inside the DBMS Engine	2010	SIGMOD	4.9769913e-05
12,743	CareDB: A Context and Preference-Aware Location-Based Database System	2010	VLDB	4.9769913e-05
12,794	Minimizing the Communication Cost for Continuous Skyline Maintenance	2009	SIGMOD	4.9769913e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
5	Optimal Aggregation Algorithms for Middleware [Extended Abstract]	2001	PODS	0.0010679903
256	Efficient Progressive Skyline Computation	2001	VLDB	0.00022971009
313	Shooting Stars in the Sky: An Online Algorithm for Skyline Queries	2002	VLDB	0.00021301023
638	An Optimal and Progressive Algorithm for Skyline Queries	2003	SIGMOD	0.00015331662
672	Foundations of Preferences in Database Systems	2002	VLDB	0.00014922272
1,159	A Framework for Expressing and Combining Preferences	2000	SIGMOD	0.00011766742
1,214	Maximal Vector Computation in Large Data Sets	2005	VLDB	0.00011507029
1,395	Efficient Computation of the Skyline Cube	2005	VLDB	0.00010791312
2,786	DADA: A Data Cube for Dominant Relationship Analysis	2006	SIGMOD	8.0127919e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	3,282	Kernel-Based Skyline Cardinality Estimation	2009	SIGMOD
2	6,603	Efficient Parallel Skyline Processing using Hyperplane Projections	2011	SIGMOD
3	2,358	Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces	2005	VLDB
4	256	Efficient Progressive Skyline Computation	2001	VLDB
5	3,478	Approaching the Skyline in Z Order	2007	VLDB
6	5,627	Reconciling Skyline and Ranking Queries	2017	VLDB
7	12,968	On Dominating Your Neighborhood Profitably	2007	VLDB
8	5,146	On Finding Skylines in External Memory	2011	PODS
9	5,591	Scalable Skyline Computation Using Object-based Space Partitioning	2009	SIGMOD
10	2,893	Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data	2007	VLDB