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A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams

Summary: Geometric approach to monitoring threshold functions over distributed streams. Global task split into per-stream constraints filtering updates, enabling scalable monitoring of arbitrary thresholds; experiments on real data validate scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3760
Venue
SIGMOD
Year
2006
Pagerank
7.9001024e-05
Overall Rank
2,920 | 79.69%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808
2,080 Optimal Sampling From Distributed Streams 2010 PODS 9.5899129e-05
5,051 Shape Sensitive Geometric Monitoring 2008 PODS 5.7340225e-05
5,625 Complex Event Recognition in the Big Data Era 2017 VLDB 5.4044959e-05
5,909 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2769377e-05
7,334 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7604215e-05
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
7,834 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB 4.6382551e-05
8,040 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.600049e-05
8,480 Optimization of Threshold Functions over Streams 2021 VLDB 4.5011552e-05
8,495 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.4984289e-05
9,274 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3646295e-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
12,096 Ratio Threshold Queries over Distributed Data Sources 2013 VLDB 4.1945683e-05
12,385 LeeWave: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 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
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
205 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034731577
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031066222
373 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025341527
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
785 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016664156
848 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.0001597308
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
1,340 Scalable Distributed Stream Processing 2003 CIDR 0.00012489223
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808
2,931 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8697258e-05
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Overall Rank Paper Year Venue Pagerank
8,480 Optimization of Threshold Functions over Streams 2021 VLDB 4.5011552e-05
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
11,957 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1945683e-05
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
11,853 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1945683e-05
8,040 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.600049e-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
8,495 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.4984289e-05
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808