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Prediction-Based Geometric Monitoring Over Distributed Data Streams

Summary: Extends geometric monitoring for distributed streams by adding local predictors to cut communication for threshold-based actuation. Proposes diverse predictors, shows the framework generalizes the original, and achieves 2x-10^3x communication savings on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4529
Venue
SIGMOD
Year
2012
Pagerank
4.4984289e-05
Overall Rank
8,495 | 40.91%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
7,453 Distributed Online Tracking 2015 SIGMOD 4.7263711e-05
7,699 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6746076e-05
8,480 Optimization of Threshold Functions over Streams 2021 VLDB 4.5011552e-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 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
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
3,121 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.5271941e-05
4,249 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.3245666e-05
5,051 Shape Sensitive Geometric Monitoring 2008 PODS 5.7340225e-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
8,040 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.600049e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
7,334 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7604215e-05
2,931 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8697258e-05
7,453 Distributed Online Tracking 2015 SIGMOD 4.7263711e-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
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808
11,853 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1945683e-05
5,051 Shape Sensitive Geometric Monitoring 2008 PODS 5.7340225e-05
7,699 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6746076e-05
2,920 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.9001024e-05