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Sketch-based Geometric Monitoring of Distributed Stream Queries

Summary: Fuse geometric monitoring with compact sketches to track nonlinear queries over streams, yielding approximate results with guarantees. Exploits a low-dimensional monitoring space to cut per-site storage and cross-network communication for aggregates. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10754
Venue
VLDB
Year
2013
Pagerank
4.6746076e-05
Overall Rank
7,699 | 46.44%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
7,453 Distributed Online Tracking 2015 SIGMOD 4.7263711e-05
11,338 AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions 2022 SIGMOD 4.1945683e-05
11,853 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1945683e-05
11,957 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044744986
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022221803
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
852 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015941524
865 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.00015808172
905 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.0001546195
956 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015066967
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
1,045 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00014472777
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,566 Power-Conserving Computation of Order-Statistics over Sensor Networks 2004 PODS 0.00011343771
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808
2,920 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.9001024e-05
2,931 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8697258e-05
3,102 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.5586568e-05
5,673 Distributed Set-Expression Cardinality Estimation 2004 VLDB 5.3780919e-05
7,334 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7604215e-05
8,495 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.4984289e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,041 Sketching Probabilistic Data Streams 2007 SIGMOD 7.6697078e-05
7,334 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7604215e-05
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
2,931 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8697258e-05
7,834 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB 4.6382551e-05
2,920 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.9001024e-05
8,495 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.4984289e-05
11,853 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1945683e-05
11,957 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1945683e-05
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045