MCDB-R: Risk Analysis in the Database
Summary: Extends Monte Carlo Database System (MCDB) to enable tail-sampling of query-result distributions under predictive uncertainty. Adapts Gibbs cloning from simulation to database queries to efficiently generate tail samples for risk assessment. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Subi Arumugam
- 2. Fei Xu
- 3. Ravi Jampani
- 4. Christopher Jermaine
- 5. Luis L. Perez
- 6. Peter J. Haas
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,081 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.6031501e-05 |
| 4,828 | Reactors: A Case for Predictable, Virtualized Actor Database Systems | 2018 | SIGMOD | 5.893685e-05 |
| 6,960 | Efficiently Answering Durability Prediction Queries | 2021 | SIGMOD | 4.8849367e-05 |
| 7,787 | Jigsaw: Efficient Optimization Over Uncertain Enterprise Data | 2011 | SIGMOD | 4.6512526e-05 |
| 10,377 | FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds | 2025 | SIGMOD | 4.1945683e-05 |
| 11,968 | Model-Data Ecosystems: Challenges, Tools, and Trends | 2014 | PODS | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 168 | MAD Skills: New Analysis Practices for Big Data | 2009 | VLDB | 0.00038946305 |
| 321 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027527389 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 928 | Requirements for Science Data Bases and SciDB | 2009 | CIDR | 0.00015247726 |
| 1,569 | Querying Continuous Functions in a Database System | 2008 | SIGMOD | 0.0001132337 |
| 1,730 | Conditioning Probabilistic Databases | 2008 | VLDB | 0.00010736755 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,699 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010858983 |
| 8,705 | Stochastic Package Queries in Probabilistic Databases | 2020 | SIGMOD | 4.4646588e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3378109e-05 |
| 8,090 | Probabilistic Histograms for Probabilistic Data | 2009 | VLDB | 4.5888589e-05 |
| 8,772 | New Directions For Uncertainty Reasoning In Deductive Databases | 1991 | SIGMOD | 4.456315e-05 |
| 627 | Management of Probabilistic Data: Foundations and Challenges | 2007 | PODS | 0.00018959005 |
| 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 |
| 321 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027527389 |