Asking the Right Questions: Model-driven Optimization using Probes
Summary: Framework for model-driven selection of probes to resolve distributional uncertainty in parameters and maximize expected objectives under resource constraints, unifying tasks from anomaly detection to sensor networks and routing. Shows NP-hardness and gives greedy algorithms with provable approximation guarantees via novel submodularity arguments. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Ashish Goel
- 2. Sudipto Guha
- 3. Kamesh Munagala
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,311 | Large-Scale Uncertainty Management Systems: Learning and Exploiting Your Data (Tutorial Summary) | 2009 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 115 | Eddies: Continuously Adaptive Query Processing | 2000 | SIGMOD | 0.00046221215 |
| 477 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00022221803 |
| 684 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00018179769 |
| 726 | Load Shedding in a Data Stream Manager | 2003 | VLDB | 0.00017511209 |
| 745 | Distributed Top-K Monitoring | 2003 | SIGMOD | 0.00017330487 |
| 1,236 | Least Expected Cost Query Optimization: An Exercise in Utility | 1999 | PODS | 0.00013117798 |
| 1,272 | Proactive Re-Optimization | 2005 | SIGMOD | 0.00012920076 |
| 2,180 | Least Expected Cost Query Optimization: What Can We Expect? | 2002 | PODS | 9.3481968e-05 |
| 3,801 | On Computing Functions with Uncertainty | 2001 | PODS | 6.7570059e-05 |
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