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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
9572
Venue
VLDB
Year
2007
Pagerank
0.00013447487
Overall Rank
1,181 | 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
322 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027523667
1,703 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010820803
3,608 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9241653e-05
3,634 Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases 2008 SIGMOD 6.8949444e-05
3,657 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 6.8700972e-05
5,068 Randomized Multi-pass Streaming Skyline Algorithms 2009 VLDB 5.7143436e-05
5,545 Cleaning Uncertain Data with Quality Guarantees 2008 VLDB 5.447418e-05
5,708 Scalable Skyline Computation Using Object-based Space Partitioning 2009 SIGMOD 5.3629476e-05
5,807 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3189104e-05
6,580 Parallel Computation of Skyline and Reverse Skyline Queries Using MapReduce 2013 VLDB 4.9982968e-05
6,670 Explore or Exploit? Effective Strategies for Disambiguating Large Databases 2010 VLDB 4.9625499e-05
6,865 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB 4.9002126e-05
6,959 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 4.8805791e-05
8,084 Similarity Search and Mining in Uncertain Databases 2010 VLDB 4.5861412e-05
8,132 Discovering the Skyline of Web Databases 2016 VLDB 4.5741104e-05
8,652 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4709596e-05
8,883 Threshold Query Optimization for Uncertain Data 2010 SIGMOD 4.4247207e-05
9,167 Computing All Skyline Probabilities for Uncertain Data 2009 PODS 4.380727e-05
9,308 Optimal Spatial Dominance: An Effective Search of Nearest Neighbor Candidates 2015 SIGMOD 4.3544778e-05
9,433 A Generic Framework for Handling Uncertain Data with Local Correlations 2011 VLDB 4.3399748e-05
9,865 Skyline Queries with Noisy Comparisons 2015 PODS 4.2634671e-05
11,937 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1905499e-05
12,206 FuDoCS: A Web Service Composition System Based on Fuzzy Dominance for Preference Query Answering 2011 VLDB 4.1905499e-05
12,216 On Pruning for Top-K Ranking in Uncertain Databases 2011 VLDB 4.1905499e-05
12,277 Efficient Skyline Evaluation over Partially Ordered Domains 2010 VLDB 4.1905499e-05
12,312 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.1905499e-05
12,386 Query Answering Techniques on Uncertain and Probabilistic Data 2008 SIGMOD 4.1905499e-05
12,415 Systems Aspects of Probabilistic Data Management 2008 VLDB 4.1905499e-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 0.00057797415
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051431888
262 Efficient Progressive Skyline Computation 2001 VLDB 0.00029962961
386 Shooting Stars in the Sky: An Online Algorithm for Skyline Queries 2002 VLDB 0.00024740283
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
746 An Optimal and Progressive Algorithm for Skyline Queries 2003 SIGMOD 0.00017212135
913 Finding k-Dominant Skylines in High Dimensional Space 2006 SIGMOD 0.00015372758
1,471 Maximal Vector Computation in Large Data Sets 2005 VLDB 0.0001181903
1,568 Indexing Multi-Dimensional Uncertain Data with Arbitrary Probability Density Functions 2005 VLDB 0.0001131667
1,576 Efficient Computation of the Skyline Cube 2005 VLDB 0.00011278557
2,316 Efficient Indexing Methods for Probabilistic Threshold Queries over Uncertain Data 2004 VLDB 9.0513688e-05
2,457 The Spatial Skyline Queries 2006 VLDB 8.7618183e-05
2,699 Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces 2005 VLDB 8.2758509e-05
2,873 Stratified Computation of Skylines with Partially-Ordered Domains 2005 SIGMOD 7.9777806e-05
3,032 DADA: A Data Cube for Dominant Relationship Analysis 2006 SIGMOD 7.6752032e-05
3,454 Refreshing the Sky: The Compressed Skycube with Efficient Support for Frequent Updates 2006 SIGMOD 7.0770352e-05
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5,807 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3189104e-05
9,865 Skyline Queries with Noisy Comparisons 2015 PODS 4.2634671e-05
1,703 Ranking Queries on Uncertain Data: A Probabilistic Threshold Approach 2008 SIGMOD 0.00010820803
3,634 Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases 2008 SIGMOD 6.8949444e-05
8,652 Finding Pareto Optimal Groups: Group-based Skyline 2015 VLDB 4.4709596e-05
11,937 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1905499e-05
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