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Probabilistic Skylines on Uncertain Data

Summary: Proposes probabilistic skyline for uncertain data: objects have skyline probabilities; p-skyline contains objects with prob ≥ p. Two scalable algorithms: bottom-up uses a few selected instances to prune others, while top-down partitions instances for aggressive pruning; experiments on NBA and synthetic data demonstrate efficiency and complementary behavior. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9571
Venue
VLDB
Year
2007
Pagerank
0.00013457451
Overall Rank
1,179 | 91.80%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
321 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027527389
1,707 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010816111
3,603 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9306814e-05
3,632 Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases 2008 SIGMOD 6.9009547e-05
3,691 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 6.8383587e-05
5,062 Randomized Multi-pass Streaming Skyline Algorithms 2009 VLDB 5.7268277e-05
5,537 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 5.4522327e-05
5,695 Scalable Skyline Computation Using Object-based Space Partitioning 2009 SIGMOD 5.3681018e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
6,581 Parallel Computation of Skyline and Reverse Skyline Queries Using MapReduce 2013 VLDB 5.0030276e-05
6,670 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 4.9672601e-05
6,946 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB 4.8909775e-05
6,960 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 4.8849367e-05
8,087 Similarity Search and Mining in Uncertain Databases 2010 VLDB 4.5899317e-05
8,129 Discovering the Skyline of Web Databases 2016 VLDB 4.5784968e-05
8,654 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4751356e-05
8,882 Threshold Query Optimization for Uncertain Data 2010 SIGMOD 4.4289641e-05
9,165 Computing All Skyline Probabilities for Uncertain Data 2009 PODS 4.3849295e-05
9,308 Optimal Spatial Dominance: An Effective Search of Nearest Neighbor Candidates 2015 SIGMOD 4.3571035e-05
9,427 A Generic Framework for Handling Uncertain Data with Local Correlations 2011 VLDB 4.3441378e-05
9,866 Skyline Queries with Noisy Comparisons 2015 PODS 4.2675549e-05
11,929 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1945683e-05
12,198 FuDoCS: A Web Service Composition System Based on Fuzzy Dominance for Preference Query Answering 2011 VLDB 4.1945683e-05
12,208 On Pruning for Top-K Ranking in Uncertain Databases 2011 VLDB 4.1945683e-05
12,269 Efficient Skyline Evaluation over Partially Ordered Domains 2010 VLDB 4.1945683e-05
12,304 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.1945683e-05
12,378 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.1945683e-05
12,406 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051315959
262 Efficient Progressive Skyline Computation 2001 VLDB 0.00029987552
386 Shooting Stars in the Sky: An Online Algorithm for Skyline Queries 2002 VLDB 0.00024768022
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
749 An Optimal and Progressive Algorithm for Skyline Queries 2003 SIGMOD 0.00017228334
914 Finding k-Dominant Skylines in High Dimensional Space 2006 SIGMOD 0.00015387584
1,473 Maximal Vector Computation in Large Data Sets 2005 VLDB 0.00011828508
1,575 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011286884
1,586 Indexing Multi-Dimensional Uncertain Data with Arbitrary Probability Density Functions 2005 VLDB 0.00011250856
2,308 Efficient Indexing Methods for Probabilistic Threshold Queries over Uncertain Data 2004 VLDB 9.0591406e-05
2,457 The Spatial Skyline Queries 2006 VLDB 8.769229e-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
3,030 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6794959e-05
3,452 Refreshing the Sky: The Compressed Skycube with Efficient Support for Frequent Updates 2006 SIGMOD 7.0821774e-05
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Overall Rank Paper Year Venue Pagerank
1,575 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011286884
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4,095 Ranking Continuous Probabilistic Datasets 2010 VLDB 6.4556768e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
9,866 Skyline Queries with Noisy Comparisons 2015 PODS 4.2675549e-05
1,707 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010816111
3,632 Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases 2008 SIGMOD 6.9009547e-05
8,654 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4751356e-05
11,929 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1945683e-05
9,165 Computing All Skyline Probabilities for Uncertain Data 2009 PODS 4.3849295e-05