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Scalable Approximate Query Tracking over Highly Distributed Data Streams

Summary: Scalable approximate query tracking over distributed streams via Geometric Monitoring suffers when the number of sites grows. A sampling-based scheme with O(sqrt(N)) sites preserves accuracy guarantees while dramatically reducing communication, validated on real data streams. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5253
Venue
SIGMOD
Year
2016
Pagerank
4.1905499e-05
Overall Rank
11,861 | 17.57%
DOI
10.1145/2882903.2915225

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Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
324 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027465124
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013205769
1,394 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012218557
1,595 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.0001121094
1,642 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00011037826
2,921 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.897272e-05
2,934 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8628636e-05
4,190 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 6.3677694e-05
5,045 Shape Sensitive Geometric Monitoring 2008 PODS 5.7332856e-05
6,426 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0605823e-05
6,717 Continuous Distributed Counting for Non-monotonic Streams 2012 PODS 4.9459755e-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
8,042 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 4.5956381e-05
8,493 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.494116e-05
11,965 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1905499e-05
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743 Distributed Top-K Monitoring 2003 SIGMOD 0.00017318557
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