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BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models

Summary: BayesStore treats probabilistic models and inference as first-class DBMS operators for uncertainty. Using a first-order relational model to encode correlations, it enables model-based processing exploiting dependencies with optimized inference. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9680
Venue
VLDB
Year
2008
Pagerank
0.00014882804
Overall Rank
974 | 93.24%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
1,015 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00014630577
1,159 k-Nearest Neighbors in Uncertain Graphs 2010 VLDB 0.00013584223
2,186 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3460817e-05
2,424 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.8415494e-05
3,084 Knowledge Expansion over Probabilistic Knowledge Bases 2014 SIGMOD 7.5967738e-05
3,509 Consensus Answers for Queries over Probabilistic Databases 2009 PODS 7.0283775e-05
4,079 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.4621024e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3947765e-05
4,384 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.2251088e-05
4,575 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.0662145e-05
4,960 Querying Probabilistic Information Extraction 2010 VLDB 5.7992639e-05
5,767 Indexing Correlated Probabilistic Databases 2009 SIGMOD 5.3341473e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
5,788 Lenses: An On-Demand Approach to ETL 2015 VLDB 5.3256103e-05
5,952 PGMJoins: Random Join Sampling with Graphical Models 2021 SIGMOD 5.2547498e-05
6,707 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 4.9500448e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
7,429 Local Structure and Determinism in Probabilistic Databases 2012 SIGMOD 4.7275942e-05
7,625 Optimizing Probabilistic Query Processing on Continuous Uncertain Data 2011 VLDB 4.6888879e-05
7,634 ReStore - Neural Data Completion for Relational Databases 2021 SIGMOD 4.6866388e-05
7,844 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6330652e-05
8,377 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 4.5277353e-05
8,762 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 4.4520434e-05
8,883 Threshold Query Optimization for Uncertain Data 2010 SIGMOD 4.4247207e-05
8,889 E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment 2009 SIGMOD 4.4235206e-05
9,433 A Generic Framework for Handling Uncertain Data with Local Correlations 2011 VLDB 4.3399748e-05
9,781 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 4.2815042e-05
11,913 Supporting Data Uncertainty in Array Databases 2015 SIGMOD 4.1905499e-05
12,170 DBrev: Dreaming of a Database Revolution 2011 CIDR 4.1905499e-05
12,183 Latent OLAP: Data Cubes over Latent Variables 2011 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 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
453 The Theory Of Probabilistic Databases 1987 VLDB 0.00022801484
468 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00022407392
757 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB 0.00017062337
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