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)
Incoming Non-self Citations Over Time
Authors
- 1. Ravi Jampani
- 2. Luis Leopoldo Perez
- 3. Fei Xu
- 4. Christopher Jermaine
- 5. Mingxi Wu
- 6. Peter J. Haas
Incoming Citations (Sorted by Pagerank)
Showing 10 of 60 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,886 | FaDE: More Than a Million What-ifs Per Second | 2025 | VLDB | 4.1945683e-05 |
| 11,161 | Querying Incomplete Numerical Data: Between Certain and Possible Answers | 2023 | PODS | 4.1945683e-05 |
| 11,507 | TQEL: Framework for Query-Driven Linking of Top-K Entities in Social Media Blogs | 2021 | VLDB | 4.1945683e-05 |
| 11,769 | Efficient Ad-Hoc Graph Inference and Matching in Biological Databases | 2017 | SIGMOD | 4.1945683e-05 |
| 11,990 | Attraction and Avoidance Detection from Movements | 2014 | VLDB | 4.1945683e-05 |
| 12,113 | Mob Data Sourcing | 2012 | SIGMOD | 4.1945683e-05 |
| 12,186 | Fuzzy Prophet: Parameter Exploration in Uncertain Enterprise Scenarios | 2011 | SIGMOD | 4.1945683e-05 |
| 12,222 | GRN Model of Probabilistic Databases: Construction, Transition and Querying | 2010 | SIGMOD | 4.1945683e-05 |
| 12,272 | Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations | 2010 | VLDB | 4.1945683e-05 |
| 12,406 | Systems Aspects of Probabilistic Data Management | 2008 | VLDB | 4.1945683e-05 |
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 | 0.0010801504 |
| 299 | Trio: A System for Data, Uncertainty, and Lineage | 2006 | VLDB | 0.00028525071 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |
| 1,179 | Probabilistic Skylines on Uncertain Data | 2007 | VLDB | 0.00013457451 |
| 1,425 | Scalable Approximate Query Processing With The DBO Engine | 2007 | SIGMOD | 0.00012051353 |
| 1,705 | U-DBMS: A Database System for Managing Constantly-Evolving Data | 2005 | VLDB | 0.00010829958 |
| 2,978 | Matching Twigs in Probabilistic XML | 2007 | VLDB | 7.7845728e-05 |
| 3,372 | OLAP over Imprecise Data with Domain Constraints | 2007 | VLDB | 7.1683982e-05 |
| 3,929 | Maximally Joining Probabilistic Data | 2007 | PODS | 6.6248763e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,079 | Querying Uncertain Data with Aggregate Constraints | 2011 | SIGMOD | 5.2223439e-05 |
| 12,243 | US-SQL: Managing Uncertain Schemata | 2010 | SIGMOD | 4.1945683e-05 |
| 8,090 | Probabilistic Histograms for Probabilistic Data | 2009 | VLDB | 4.5888589e-05 |
| 8,705 | Stochastic Package Queries in Probabilistic Databases | 2020 | SIGMOD | 4.4646588e-05 |
| 627 | Management of Probabilistic Data: Foundations and Challenges | 2007 | PODS | 0.00018959005 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3378109e-05 |
| 7,941 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD | 4.613363e-05 |
| 8,888 | E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment | 2009 | SIGMOD | 4.4278238e-05 |
| 6,749 | Evaluation of Probabilistic Threshold Queries in MCDB | 2010 | SIGMOD | 4.9396725e-05 |
| 5,969 | MCDB-R: Risk Analysis in the Database | 2010 | VLDB | 5.2489117e-05 |