Cleaning Uncertain Data with Quality Guarantees

Summary: Proposes PWS-quality, an ambiguity metric for probabilistic databases under possible-world semantics. Develops polynomial-time optimal cleaning to maximize PWS-quality by probing uncertain objects; efficient evaluation for independent and ranking queries, with practical heuristics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9710
Venue: VLDB
Year: 2008
Pagerank: 5.447418e-05
Overall Rank: 5,545 | 61.47%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,698	Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases	2011	SIGMOD	0.00010857033
3,054	Partial Results in Database Systems	2014	SIGMOD	7.6478475e-05
6,184	Top-K Deep Video Analytics: A Probabilistic Approach	2021	SIGMOD	5.1636368e-05
6,670	Explore or Exploit? Effective Strategies for Disambiguating Large Databases	2010	VLDB	4.9625499e-05
9,043	Query-Guided Resolution in Uncertain Databases	2023	SIGMOD	4.3997447e-05
9,053	Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise	2019	VLDB	4.3997447e-05
11,181	LinCQA: Faster Consistent Query Answering with Linear Time Guarantees	2023	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 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
103	ULDBs: Databases with Uncertainty and Lineage	2006	VLDB	0.00049520051
300	Trio: A System for Data, Uncertainty, and Lineage	2006	VLDB	0.00028503742
463	Evaluating Probabilistic Queries over Imprecise Data	2003	SIGMOD	0.00022497894
477	Model-Driven Data Acquisition in Sensor Networks	2004	VLDB	0.00022205608
572	The Complexity of Query Reliability	1998	PODS	0.00019888988
837	The reliability of queries (Extended Abstract)	1995	PODS	0.0001603297
1,006	Adaptive Filters for Continuous Queries over Distributed Data Streams	2003	SIGMOD	0.00014684829
1,181	Probabilistic Skylines on Uncertain Data	2007	VLDB	0.00013447487
1,568	Indexing Multi-Dimensional Uncertain Data with Arbitrary Probability Density Functions	2005	VLDB	0.0001131667
2,316	Efficient Indexing Methods for Probabilistic Threshold Queries over Uncertain Data	2004	VLDB	9.0513688e-05
3,634	Monochromatic and Bichromatic Reverse Skyline Search over Uncertain Databases	2008	SIGMOD	6.8949444e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
4,522	A Temporal-Probabilistic Database Model for Information Extraction	2013	VLDB	6.1109228e-05
1,695	A Probabilistic Framework for Vague Queries and Imprecise Information in Databases	1990	VLDB	0.00010866183
74	Efficient Query Evaluation on Probabilistic Databases	2004	VLDB	0.00057797415
4,439	Approximating Predicates and Expressive Queries on Probabilistic Databases	2008	PODS	6.1806955e-05
1,698	Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases	2011	SIGMOD	0.00010857033
7,944	Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds	2021	SIGMOD	4.6089395e-05
12,386	Query Answering Techniques on Uncertain and Probabilistic Data	2008	SIGMOD	4.1905499e-05
9,043	Query-Guided Resolution in Uncertain Databases	2023	SIGMOD	4.3997447e-05
6,707	Consistent Query Answers in Inconsistent Probabilistic Databases	2010	SIGMOD	4.9500448e-05
463	Evaluating Probabilistic Queries over Imprecise Data	2003	SIGMOD	0.00022497894