Conditioning Probabilistic Databases

Summary: Introduces exact conditioning of probabilistic databases: materializing posterior distributions by filtering worlds on evidence, closely tied to exact tuple confidence. DP-style decomposition and CSP heuristics make NP-hard tasks scalable, often rivaling approximation methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: h4077004496e3a6ab
Venue: VLDB
Year: 2008
Pagerank: 0.00010288725
Overall Rank: 1,549 | 89.59%
DOI: 10.14778/1453856.1453892

Incoming Non-self Citations Over Time

Authors

1. Christoph Koch (Cornell University)
2. Dan Olteanu (University of Oxford)

BibTeX Citation

@article{koch_vldb08,
        title = {{Conditioning Probabilistic Databases}},
        author = {Koch, Christoph and Olteanu, Dan},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {313--325},
        doi = {10.14778/1453856.1453892},
        url = {https://doi.org/10.14778/1453856.1453892},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
819	Provenance for Aggregate Queries	2011	PODS	0.00013666629
1,365	A Unified Approach to Ranking in Probabilistic Databases	2009	VLDB	0.00010913898
2,125	Discovery of Genuine Functional Dependencies from Relational Data with Missing Values	2018	VLDB	9.0033119e-05
2,805	MayBMS: A Probabilistic Database Management System	2009	SIGMOD	7.9836802e-05
2,860	Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities	2009	SIGMOD	7.9338024e-05
3,101	On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML	2018	VLDB	7.649219e-05
4,176	Aggregation in Probabilistic Databases via Knowledge Compilation	2012	VLDB	6.7573044e-05
4,655	A Temporal-Probabilistic Database Model for Information Extraction	2013	VLDB	6.4849316e-05
4,765	Probabilistic Databases with MarkoViews	2012	VLDB	6.4275411e-05
5,588	Indexing Correlated Probabilistic Databases	2009	SIGMOD	6.0748779e-05
5,797	MCDB-R: Risk Analysis in the Database	2010	VLDB	5.9907755e-05
5,973	Understanding Cardinality Estimation using Entropy Maximization	2010	PODS	5.9306716e-05
5,986	Querying Uncertain Data with Aggregate Constraints	2011	SIGMOD	5.9260205e-05
6,846	Capturing Data Uncertainty in High-Volume Stream Processing	2009	CIDR	5.6662335e-05
8,425	Tuple-Independent Representations of Infinite Probabilistic Databases	2021	PODS	5.3350162e-05
8,760	Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning	2017	SIGMOD	5.283642e-05
9,373	Query-Guided Resolution in Uncertain Databases	2023	SIGMOD	5.1868213e-05
9,607	Ranking Distributed Probabilistic Data	2009	SIGMOD	5.1528778e-05
12,509	Υ-DB: Managing scientific hypotheses as uncertain data	2014	VLDB	4.9793485e-05
12,708	GRN Model of Probabilistic Databases: Construction, Transition and Querying	2010	SIGMOD	4.9793485e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
84	ULDBs: Databases with Uncertainty and Lineage	2006	VLDB	0.00035963861
587	Management of Probabilistic Data: Foundations and Challenges	2007	PODS	0.00015933201
658	The Complexity of Query Reliability	1998	PODS	0.00015051203
4,213	Approximating Predicates and Expressive Queries on Probabilistic Databases	2008	PODS	6.7296503e-05

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