Kernel-Based Skyline Cardinality Estimation

Summary: Kernel-Based (KB) nonparametric skyline cardinality estimator; relaxes LS's independence, capturing inter-dimension correlations. Real-data experiments: KB outperforms Log Sampling in accuracy, maintains similar efficiency, and extends to k-dominant skylines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4143
Venue: SIGMOD
Year: 2009
Pagerank: 6.8383587e-05
Overall Rank: 3,691 | 74.33%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,403	Efficient Processing of Top-k Spatial Preference Queries	2011	VLDB	0.00012176993
2,165	Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation	2015	SIGMOD	9.389622e-05
6,203	Maximum Rank Query	2015	VLDB	5.1590738e-05
6,387	Exact Processing of Uncertain Top-k Queries in Multi-criteria Settings	2018	VLDB	5.0851965e-05
7,164	SKT: A One-Pass Multi-Sketch Data Analytics Accelerator	2021	VLDB	4.8131514e-05
8,877	Creating Top Ranking Options in the Continuous Option and Preference Space	2019	VLDB	4.4302563e-05
9,505	Skyline Operator on Anti-correlated Distributions	2013	VLDB	4.3341665e-05
11,190	Efficient and Effective Cardinality Estimation for Skyline Family	2023	SIGMOD	4.1945683e-05
12,269	Efficient Skyline Evaluation over Partially Ordered Domains	2010	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
141	Selectivity Estimation Without the Attribute Value Independence Assumption	1997	VLDB	0.00041786333
262	Efficient Progressive Skyline Computation	2001	VLDB	0.00029987552
326	Optimal Histograms with Quality Guarantees	1998	VLDB	0.00027358981
367	Sequential Sampling Procedures For Query Size Estimation	1992	SIGMOD	0.00025509745
386	Shooting Stars in the Sky: An Online Algorithm for Skyline Queries	2002	VLDB	0.00024768022
914	Finding k-Dominant Skylines in High Dimensional Space	2006	SIGMOD	0.00015387584
1,179	Probabilistic Skylines on Uncertain Data	2007	VLDB	0.00013457451
1,575	Efficient Computation of the Skyline Cube	2005	VLDB	0.00011286884
2,500	Efficient Skyline Computation over Low-Cardinality Domains	2007	VLDB	8.6457563e-05
2,696	Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces	2005	VLDB	8.2814799e-05
2,866	Stratified Computation of Skylines with Partially-Ordered Domains	2005	SIGMOD	7.9844444e-05
3,452	Refreshing the Sky: The Compressed Skycube with Efficient Support for Frequent Updates	2006	SIGMOD	7.0821774e-05
4,142	Approaching the Skyline in Z Order	2007	VLDB	6.4138475e-05
5,082	A Comparison of Selectivity Estimators for Range Queries on Metric Attributes	1999	SIGMOD	5.711623e-05

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2,969	Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models	2017	VLDB	7.7974762e-05
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5,695	Scalable Skyline Computation Using Object-based Space Partitioning	2009	SIGMOD	5.3681018e-05
758	Deep Unsupervised Cardinality Estimation	2020	VLDB	0.0001706608
5,082	A Comparison of Selectivity Estimators for Range Queries on Metric Attributes	1999	SIGMOD	5.711623e-05
914	Finding k-Dominant Skylines in High Dimensional Space	2006	SIGMOD	0.00015387584
2,500	Efficient Skyline Computation over Low-Cardinality Domains	2007	VLDB	8.6457563e-05
11,190	Efficient and Effective Cardinality Estimation for Skyline Family	2023	SIGMOD	4.1945683e-05
9,505	Skyline Operator on Anti-correlated Distributions	2013	VLDB	4.3341665e-05