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MCDB: A Monte Carlo Approach to Managing Uncertain Data

Summary: MCDB: Monte Carlo framework for uncertain data. VG functions parameterized by SQL results store only parameters, not probabilities, and estimate distributions; supports joint distributions, queries, and functionals, via bundle-based processing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4026
Venue
SIGMOD
Year
2008
Pagerank
0.00027523667
Overall Rank
322 | 97.77%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
668 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018428925
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
1,376 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012315734
1,625 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001109361
1,698 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010857033
2,085 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 9.5749968e-05
2,129 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.4799835e-05
2,186 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3460817e-05
2,733 Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities 2009 SIGMOD 8.2106718e-05
3,190 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD 7.413338e-05
4,079 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.4621024e-05
4,105 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.4409563e-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
4,708 Aggregation in Probabilistic Databases via Knowledge Compilation 2012 VLDB 5.9763416e-05
4,722 Read-Once Functions and Query Evaluation in Probabilistic Databases 2010 VLDB 5.9646931e-05
4,809 Uncertainty Annotated Databases - A Lightweight Approach for Approximating Certain Answers 2019 SIGMOD 5.9035874e-05
4,844 Data is Dead… Without What-If Models 2011 VLDB 5.8757301e-05
4,907 Probabilistic String Similarity Joins 2010 SIGMOD 5.8365853e-05
5,617 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 5.4085897e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
5,779 Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing 2010 SIGMOD 5.3273053e-05
5,788 Lenses: An On-Demand Approach to ETL 2015 VLDB 5.3256103e-05
5,884 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.2864334e-05
5,969 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 5.2469372e-05
5,976 MCDB-R: Risk Analysis in the Database 2010 VLDB 5.2438744e-05
6,083 Querying Uncertain Data with Aggregate Constraints 2011 SIGMOD 5.2173276e-05
6,151 Probabilistic Databases with an Infinite Open-World Assumption 2019 PODS 5.1805044e-05
6,167 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 5.1725053e-05
6,320 Tiresias: A Demonstration of How-To Queries 2012 SIGMOD 5.107614e-05
6,707 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 4.9500448e-05
6,752 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 4.9349474e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
6,959 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 4.8805791e-05
7,791 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 4.6457822e-05
7,844 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6330652e-05
7,944 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 4.6089395e-05
8,092 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5847443e-05
8,334 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 4.5390028e-05
8,700 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 4.4603778e-05
8,762 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 4.4520434e-05
8,889 E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment 2009 SIGMOD 4.4235206e-05
9,044 Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data 2023 VLDB 4.3997447e-05
9,280 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3604461e-05
9,365 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 4.3468776e-05
9,781 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 4.2815042e-05
9,830 sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization 2020 VLDB 4.2710095e-05
10,389 FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds 2025 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010813443
300 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00028503742
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
1,181 Probabilistic Skylines on Uncertain Data 2007 VLDB 0.00013447487
1,425 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012044433
1,702 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010821682
2,981 Matching Twigs in Probabilistic XML 2007 VLDB 7.7783189e-05
3,375 OLAP over Imprecise Data with Domain Constraints 2007 VLDB 7.1627514e-05
3,929 Maximally Joining Probabilistic Data 2007 PODS 6.620459e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,083 Querying Uncertain Data with Aggregate Constraints 2011 SIGMOD 5.2173276e-05
12,251 US-SQL: Managing Uncertain Schemata 2010 SIGMOD 4.1905499e-05
8,092 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5847443e-05
8,700 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 4.4603778e-05
630 Management of Probabilistic Data: Foundations and Challenges 2007 PODS 0.00018942778
2,186 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3460817e-05
7,944 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 4.6089395e-05
8,889 E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment 2009 SIGMOD 4.4235206e-05
6,752 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 4.9349474e-05
5,976 MCDB-R: Risk Analysis in the Database 2010 VLDB 5.2438744e-05