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Sketching Probabilistic Data Streams

Summary: First sublinear-space, sublinear-time algorithms for aggregating probabilistic data streams under possible-worlds semantics. Introduces concise streaming sketches extending conventional sketching to probabilistic streams to approximate distributions of complex aggregates (distinct counts, joins) with randomized guarantees. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3858
Venue
SIGMOD
Year
2007
Pagerank
7.6697078e-05
Overall Rank
3,041 | 78.85%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank Citing Paper Year Venue Pagerank
1,860 Approximation Algorithms for Clustering Uncertain Data 2008 PODS 0.0001028857
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
3,398 Event Queries on Correlated Probabilistic Streams 2008 SIGMOD 7.141911e-05
4,080 Sliding-Window Top-k Queries on Uncertain Streams 2008 VLDB 6.4652983e-05
5,764 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3369195e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
6,838 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9109732e-05
8,090 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5888589e-05
9,041 TreeSensing: Linearly Compressing Sketches with Flexibility 2023 SIGMOD 4.4039656e-05
12,108 Space-Efficient Estimation of Statistics over Sub-Sampled Streams 2012 PODS 4.1945683e-05
12,272 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057857292
101 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.0004955674
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044744986
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013213129
2,955 Space- and Time-Efficient Deterministic Algorithms for Biased Quantiles over Data Streams 2006 PODS 7.8239173e-05
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
7,623 Optimizing Probabilistic Query Processing on Continuous Uncertain Data 2011 VLDB 4.6933659e-05
5,796 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.3240234e-05
7,699 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6746076e-05
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
8,090 Probabilistic Histograms for Probabilistic Data 2009 VLDB 4.5888589e-05
7,834 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB 4.6382551e-05
3,385 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.1580391e-05
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
12,272 Conditioning and Aggregating Uncertain Data Streams: Going Beyond Expectations 2010 VLDB 4.1945683e-05