Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations
Summary: Conditioning and aggregating uncertain data streams; introduces a framework with a unified model, metrics, and bounded-error representations. Delivers fast deterministic and randomized streaming algorithms to approximate conditioned aggregate distributions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Thanh T. L. Tran
- 2. Andrew McGregor
- 3. Yanlei Diao
- 4. Liping Peng
- 5. Anna Liu
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,625 | Optimizing Probabilistic Query Processing on Continuous Uncertain Data | 2011 | VLDB | 4.6888879e-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 |
|---|---|---|---|---|
| 103 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.00049520051 |
| 322 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027523667 |
| 477 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00022205608 |
| 3,047 | Sketching Probabilistic Data Streams | 2007 | SIGMOD | 7.6537004e-05 |
| 3,391 | Estimating Statistical Aggregates on Probabilistic Data Streams | 2007 | PODS | 7.1427968e-05 |
| 5,771 | PODS: A New Model and Processing Algorithms for Uncertain Data Streams | 2010 | SIGMOD | 5.3319881e-05 |
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