Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations
Summary: Addresses conditioned aggregates over uncertain streams, where exact answer distributions are generally intractable. Introduces an approximation framework with error metrics and representations, plus fast deterministic/randomized streaming algorithms with bounded-error guarantees. (summarized by gpt-5.6-luna on Jul 24 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 (University of Massachusetts Amherst)
- 2. Andrew McGregor (University of Massachusetts Amherst)
- 3. Yanlei Diao (University of Massachusetts Amherst)
- 4. Liping Peng (University of Massachusetts Amherst)
- 5. Anna Liu (University of Massachusetts Amherst)
BibTeX Citation
@article{tran_vldb10,
title = {{Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations}},
author = {Tran, Thanh T. L. and McGregor, Andrew and Diao, Yanlei and Peng, Liping and Liu, Anna},
journal = {PVLDB},
series = {{VLDB} '10},
volume = {3},
number = {1},
pages = {1302--1313},
doi = {10.14778/1920841.1921003},
url = {https://doi.org/10.14778/1920841.1921003},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,863 | Optimizing Probabilistic Query Processing on Continuous Uncertain Data | 2011 | VLDB | 5.4367962e-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 |
|---|---|---|---|---|
| 84 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.00035963861 |
| 245 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00023258672 |
| 343 | Model-Driven Data Acquisition in Sensor Networks | 2004 | VLDB | 0.00020519525 |
| 2,738 | Sketching Probabilistic Data Streams | 2007 | SIGMOD | 8.07308e-05 |
| 3,038 | Estimating Statistical Aggregates on Probabilistic Data Streams | 2007 | PODS | 7.7270848e-05 |
| 6,175 | PODS: A New Model and Processing Algorithms for Uncertain Data Streams | 2010 | SIGMOD | 5.8610125e-05 |
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