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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
4087
Venue
SIGMOD
Year
2008
Pagerank
0.0002369322
Overall Rank
238 | 98.37%
DOI
10.1145/1376616.1376686

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jampani_sigmod08,
        title = {{MCDB: A Monte Carlo Approach to Managing Uncertain Data}},
        author = {Jampani, Ravi and Perez, Luis Leopoldo and Xu, Fei and Jermaine, Christopher and Wu, Mingxi and Haas, Peter J.},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376686},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376686},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 60 citing papers.

Rank Citing Paper Year Venue Pagerank
518 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017167492
579 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00016217563
1,043 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.0001244565
1,049 k-Nearest Neighbors in Uncertain Graphs 2010 VLDB 0.00012415522
1,096 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012189583
1,332 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011129529
1,594 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010252583
1,792 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.7436856e-05
1,986 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB 9.3519536e-05
2,177 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 9.0159844e-05
2,831 Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities 2009 SIGMOD 8.0788784e-05
3,049 Top-k Queries on Uncertain Data: On Score Distribution and Typical Answers 2009 SIGMOD 7.8151597e-05
3,952 Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers 2013 SIGMOD 6.9967272e-05
3,973 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.9810029e-05
4,055 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.9349546e-05
4,098 Aggregation in Probabilistic Databases via Knowledge Compilation 2012 VLDB 6.9035475e-05
4,301 Read-Once Functions and Query Evaluation in Probabilistic Databases 2010 VLDB 6.7737212e-05
4,410 Extracting Databases from Dark Data with DeepDive 2016 SIGMOD 6.717496e-05
4,743 Probabilistic String Similarity Joins 2010 SIGMOD 6.5268783e-05
4,811 Uncertainty Annotated Databases - A Lightweight Approach for Approximating Certain Answers 2019 SIGMOD 6.4983069e-05
5,025 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 6.3974766e-05
5,225 Approximate Lifted Inference with Probabilistic Databases 2015 VLDB 6.310093e-05
5,286 Data is Dead… Without What-If Models 2011 VLDB 6.282151e-05
5,648 Consistent Query Answers in Inconsistent Probabilistic Databases 2010 SIGMOD 6.1351417e-05
5,672 MCDB-R: Risk Analysis in the Database 2010 VLDB 6.1261535e-05
5,695 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 6.1183313e-05
5,834 Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing 2010 SIGMOD 6.0721842e-05
5,855 Bridging Two Worlds with RICE: Integrating R into the SAP In-Memory Computing Engine 2011 VLDB 6.064726e-05
5,866 Querying Uncertain Data with Aggregate Constraints 2011 SIGMOD 6.0615445e-05
5,971 Lenses: An On-Demand Approach to ETL 2015 VLDB 6.0243066e-05
6,049 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.9949334e-05
6,170 Probabilistic Databases with an Infinite Open-World Assumption 2019 PODS 5.9514805e-05
6,638 Tiresias: A Demonstration of How-To Queries 2012 SIGMOD 5.8168173e-05
6,712 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.7962014e-05
6,761 Efficiently Answering Durability Prediction Queries 2021 SIGMOD 5.7822533e-05
6,913 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 5.7405e-05
7,839 Set Similarity Join on Probabilistic Data 2010 VLDB 5.5340666e-05
8,059 Probabilistic Histograms for Probabilistic Data 2009 VLDB 5.4979799e-05
8,192 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 5.4698006e-05
8,260 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 5.4574671e-05
8,597 Beta Probabilistic Databases: A Scalable Approach to Belief Updating and Parameter Learning 2017 SIGMOD 5.4049137e-05
8,724 FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds 2025 SIGMOD 5.3766157e-05
8,935 Efficient Query Answering in Probabilistic RDF Graphs 2011 SIGMOD 5.3483178e-05
8,983 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD 5.3396928e-05
9,114 E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment 2009 SIGMOD 5.3215443e-05
9,194 Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data 2023 VLDB 5.3058708e-05
9,425 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.2711481e-05
9,431 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 5.2704151e-05
9,936 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 5.1955087e-05
9,978 sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization 2020 VLDB 5.1845938e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00077458002
331 Trio: A System for Data, Uncertainty, and Lineage 2006 VLDB 0.00020936658
408 MauveDB: Supporting Model-based User Views in Database Systems 2006 SIGMOD 0.00019008806
680 Creating Probabilistic Databases from Information Extraction Models 2006 VLDB 0.0001504854
1,064 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012336248
1,097 Probabilistic Skylines on Uncertain Data 2007 VLDB 0.00012181027
1,638 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010155338
2,936 Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization 2007 VLDB 7.9437689e-05
3,075 Matching Twigs in Probabilistic XML 2007 VLDB 7.7839831e-05
3,619 OLAP over Imprecise Data with Domain Constraints 2007 VLDB 7.2508853e-05
4,187 Maximally Joining Probabilistic Data 2007 PODS 6.8456588e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 5,866 Querying Uncertain Data with Aggregate Constraints 2011 SIGMOD
2 12,438 US-SQL: Managing Uncertain Schemata 2010 SIGMOD
3 8,983 Stochastic Package Queries in Probabilistic Databases 2020 SIGMOD
4 8,059 Probabilistic Histograms for Probabilistic Data 2009 VLDB
5 574 Management of Probabilistic Data: Foundations and Challenges 2007 PODS
6 1,986 Scalable Probabilistic Databases with Factor Graphs and MCMC 2010 VLDB
7 8,260 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD
8 9,114 E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment 2009 SIGMOD
9 6,913 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD
10 5,672 MCDB-R: Risk Analysis in the Database 2010 VLDB