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: 0.00013621724
Overall Rank: 820 | 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
1,092	Regret-Minimizing Representative Databases	2010	VLDB	0.00012052099
1,126	Probabilistic Skylines on Uncertain Data	2007	VLDB	0.00011888563
2,119	Computing k-Regret Minimizing Sets	2014	VLDB	8.9989036e-05
2,499	Efficient Skyline Computation over Low-Cardinality Domains	2007	VLDB	8.3611036e-05
2,551	Interactive Regret Minimization	2012	SIGMOD	8.2864226e-05
2,795	DADA: A Data Cube for Dominant Relationship Analysis	2006	SIGMOD	7.9865595e-05
2,904	Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data	2007	VLDB	7.8723013e-05
3,291	Kernel-Based Skyline Cardinality Estimation	2009	SIGMOD	7.4370263e-05
3,487	Approaching the Skyline in Z Order	2007	VLDB	7.2428454e-05
4,856	Efficient Computation of Regret-ratio Minimizing Set: A Compact Maxima Representative	2017	SIGMOD	6.3655902e-05
5,092	Efficient k-Regret Query Algorithm with Restriction-free Bound for any Dimensionality	2018	SIGMOD	6.2656058e-05
5,151	On Finding Skylines in External Memory	2011	PODS	6.2376472e-05
5,606	Scalable Skyline Computation Using Object-based Space Partitioning	2009	SIGMOD	6.0509937e-05
5,802	k-Regret Queries with Nonlinear Utilities	2015	VLDB	5.9728325e-05
6,024	Call to Order: A Hierarchical Browsing Approach to Eliciting Users' Preference	2010	SIGMOD	5.8919629e-05
6,081	k-Hit Query: Top-k Query with Probabilistic Utility Function	2015	SIGMOD	5.8755708e-05
6,736	RRR: Rank-Regret Representative	2019	SIGMOD	5.6777742e-05
6,770	Categorical Skylines for Streaming Data	2008	SIGMOD	5.6693028e-05
6,780	Marrying Top-k with Skyline Queries: Relaxing the Preference Input while Producing Output of Controllable Size	2021	SIGMOD	5.6685383e-05
7,474	Strongly Truthful Interactive Regret Minimization	2019	SIGMOD	5.5026548e-05
8,042	Optimizing Iceberg Queries with Complex Joins	2017	SIGMOD	5.3852464e-05
8,836	Finding Pareto Optimal Groups: Group-based Skyline	2015	VLDB	5.2524026e-05
9,407	Efficient and Effective Cardinality Estimation for Skyline Family	2023	SIGMOD	5.1672232e-05
10,502	Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation	2026	SIGMOD	4.9605343e-05
12,056	Preference Queries over Taxonomic Domains	2021	VLDB	4.9605343e-05
12,767	Finding Maximum Degrees in Hidden Bipartite Graphs	2010	SIGMOD	4.9605343e-05
12,783	A Demonstration of FlexPref: Extensible Preference Evaluation Inside the DBMS Engine	2010	SIGMOD	4.9605343e-05
12,786	CareDB: A Context and Preference-Aware Location-Based Database System	2010	VLDB	4.9605343e-05
12,837	Minimizing the Communication Cost for Continuous Skyline Maintenance	2009	SIGMOD	4.9605343e-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	0.0010688884
258	Efficient Progressive Skyline Computation	2001	VLDB	0.00022896896
317	Shooting Stars in the Sky: An Online Algorithm for Skyline Queries	2002	VLDB	0.00021232519
640	An Optimal and Progressive Algorithm for Skyline Queries	2003	SIGMOD	0.00015286314
673	Foundations of Preferences in Database Systems	2002	VLDB	0.00014877371
1,162	A Framework for Expressing and Combining Preferences	2000	SIGMOD	0.00011729702
1,216	Maximal Vector Computation in Large Data Sets	2005	VLDB	0.00011469322
1,401	Efficient Computation of the Skyline Cube	2005	VLDB	0.0001075604
2,795	DADA: A Data Cube for Dominant Relationship Analysis	2006	SIGMOD	7.9865595e-05

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#	Overall Rank	Paper	Year	Venue
1	3,291	Kernel-Based Skyline Cardinality Estimation	2009	SIGMOD
2	6,609	Efficient Parallel Skyline Processing using Hyperplane Projections	2011	SIGMOD
3	2,367	Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces	2005	VLDB
4	258	Efficient Progressive Skyline Computation	2001	VLDB
5	3,487	Approaching the Skyline in Z Order	2007	VLDB
6	5,640	Reconciling Skyline and Ranking Queries	2017	VLDB
7	13,010	On Dominating Your Neighborhood Profitably	2007	VLDB
8	5,151	On Finding Skylines in External Memory	2011	PODS
9	5,606	Scalable Skyline Computation Using Object-based Space Partitioning	2009	SIGMOD
10	2,904	Efficient Processing of Top-k Dominating Queries on Multi-Dimensional Data	2007	VLDB