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Shape Sensitive Geometric Monitoring

Summary: Proposes shape-sensitive geometric monitoring: a geometric framework for communication-efficient distributed thresholding on the average of time-varying node vectors via local geometric constraints. Key novelties—constraints incorporate temporal behavior and function-specific geometry (vs prior generic, instantaneous bounds), reducing communication up to 3 orders of magnitude and approaching a new lower bound. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1470
Venue
PODS
Year
2008
Pagerank
5.7340225e-05
Overall Rank
5,051 | 64.87%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
2,080 Optimal Sampling From Distributed Streams 2010 PODS 9.5899129e-05
4,249 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.3245666e-05
5,909 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2769377e-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
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
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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
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
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
1,392 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
5,673 Distributed Set-Expression Cardinality Estimation 2004 VLDB 5.3780919e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
745 Distributed Top-K Monitoring 2003 SIGMOD 0.00017330487
11,338 AutoMon: Automatic Distributed Monitoring for Arbitrary Multivariate Functions 2022 SIGMOD 4.1945683e-05
7,453 Distributed Online Tracking 2015 SIGMOD 4.7263711e-05
11,853 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1945683e-05
1,640 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001104808
11,957 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1945683e-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
2,920 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.9001024e-05