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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
3761
Venue
SIGMOD
Year
2006
Pagerank
7.897272e-05
Overall Rank
2,921 | 79.71%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,642 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00011037826
2,068 Optimal Sampling From Distributed Streams 2010 PODS 9.638573e-05
5,045 Shape Sensitive Geometric Monitoring 2008 PODS 5.7332856e-05
5,632 Complex Event Recognition in the Big Data Era 2017 VLDB 5.3993008e-05
5,910 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2718714e-05
7,329 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7559363e-05
7,452 Distributed Online Tracking 2015 SIGMOD 4.7218383e-05
7,697 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6701245e-05
7,839 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB 4.6338068e-05
8,042 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.5956381e-05
8,478 Optimization of Threshold Functions over Streams 2021 VLDB 4.4968401e-05
8,493 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.494116e-05
9,280 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3604461e-05
11,340 AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions 2022 SIGMOD 4.1905499e-05
11,861 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1905499e-05
11,965 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1905499e-05
12,104 Ratio Threshold Queries over Distributed Data Sources 2013 VLDB 4.1905499e-05
12,393 LeeWave: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.1905499e-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.

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