Jigsaw: Efficient Optimization Over Uncertain Enterprise Data
Summary: Jigsaw, a probabilistic database platform for simulating enterprise scenarios with parameterized VG-Functions. It employs fingerprints to detect cross-parameter output correlations, enabling reuse and up to 100× speedups in parameter-space search. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Oliver Kennedy
- 2. Suman Nath
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,165 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.00013567206 |
| 5,788 | Lenses: An On-Demand Approach to ETL | 2015 | VLDB | 5.3256103e-05 |
| 12,194 | Fuzzy Prophet: Parameter Exploration in Uncertain Enterprise Scenarios | 2011 | 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 |
|---|---|---|---|---|
| 322 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027523667 |
| 468 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022407392 |
| 702 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00017848789 |
| 1,241 | A Demonstration of SciDB: A Science-Oriented DBMS | 2009 | VLDB | 0.00013089816 |
| 1,567 | Querying Continuous Functions in a Database System | 2008 | SIGMOD | 0.00011320794 |
| 2,334 | Orion 2.0: Native Support for Uncertain Data | 2008 | SIGMOD | 9.01132e-05 |
| 4,163 | Trio-One: Layering Uncertainty and Lineage on a Conventional DBMS | 2007 | CIDR | 6.3861705e-05 |
| 5,976 | MCDB-R: Risk Analysis in the Database | 2010 | VLDB | 5.2438744e-05 |
| 8,889 | E = MC^3: Managing Uncertain Enterprise Data in a Cluster-Computing Environment | 2009 | SIGMOD | 4.4235206e-05 |
| 8,890 | A General Framework for Modeling and Processing Optimization Queries | 2007 | VLDB | 4.4235206e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 322 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027523667 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3460817e-05 |
| 7,429 | Local Structure and Determinism in Probabilistic Databases | 2012 | SIGMOD | 4.7275942e-05 |
| 8,700 | Stochastic Package Queries in Probabilistic Databases | 2020 | SIGMOD | 4.4603778e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057797415 |
| 8,092 | Probabilistic Histograms for Probabilistic Data | 2009 | VLDB | 4.5847443e-05 |
| 2,649 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3728762e-05 |
| 3,547 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9810773e-05 |
| 12,194 | Fuzzy Prophet: Parameter Exploration in Uncertain Enterprise Scenarios | 2011 | SIGMOD | 4.1905499e-05 |
| 7,127 | Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning | 2021 | SIGMOD | 4.8184276e-05 |