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 (University of Florida)
- 2. Luis Leopoldo Perez (University of Florida)
- 3. Fei Xu (University of Florida)
- 4. Christopher Jermaine (University of Florida)
- 5. Mingxi Wu (University of Florida)
- 6. Peter J. Haas (IBM)
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 10 of 60 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,109 | FaDE: More Than a Million What-ifs Per Second | 2025 | VLDB | 5.093636e-05 |
| 11,367 | Querying Incomplete Numerical Data: Between Certain and Possible Answers | 2023 | PODS | 5.093636e-05 |
| 11,705 | TQEL: Framework for Query-Driven Linking of Top-K Entities in Social Media Blogs | 2021 | VLDB | 5.093636e-05 |
| 11,974 | Efficient Ad-Hoc Graph Inference and Matching in Biological Databases | 2017 | SIGMOD | 5.093636e-05 |
| 12,188 | Attraction and Avoidance Detection from Movements | 2014 | VLDB | 5.093636e-05 |
| 12,310 | Mob Data Sourcing | 2012 | SIGMOD | 5.093636e-05 |
| 12,381 | Fuzzy Prophet: Parameter Exploration in Uncertain Enterprise Scenarios | 2011 | SIGMOD | 5.093636e-05 |
| 12,417 | GRN Model of Probabilistic Databases: Construction, Transition and Querying | 2010 | SIGMOD | 5.093636e-05 |
| 12,467 | Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations | 2010 | VLDB | 5.093636e-05 |
| 12,600 | Systems Aspects of Probabilistic Data Management | 2008 | VLDB | 5.093636e-05 |
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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