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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
had02da3fc2758456
Venue
SIGMOD
Year
2016
Pagerank
4.9793485e-05
Overall Rank
12,349 | 16.98%
DOI
10.1145/2882903.2915225

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@inproceedings{giatrakos_sigmod16,
        title = {{Scalable Approximate Query Tracking over Highly Distributed Data Streams}},
        author = {Giatrakos, Nikos and Deligiannakis, Antonios and Garofalakis, Minos},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915225},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915225},
        year = {2016}
}

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Outgoing Citations (Sorted by Pagerank)

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
240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023435436
1,066 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012192801
1,290 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00011157506
1,360 Adaptive Cleaning for RFID Data Streams 2006 VLDB 0.00010918075
1,470 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00010560701
2,465 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.4253671e-05
2,649 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.1754974e-05
3,944 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 6.9105015e-05
5,117 Shape Sensitive Geometric Monitoring 2008 PODS 6.2669323e-05
6,188 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.8571256e-05
7,016 Continuous Distributed Counting for Non-monotonic Streams 2012 PODS 5.6206282e-05
7,431 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.5293382e-05
7,622 Distributed Online Tracking 2015 SIGMOD 5.4823129e-05
7,916 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.4276156e-05
8,189 Distributed Threshold Querying of General Functions by a Difference of Monotonic Representation 2011 VLDB 5.3810913e-05
8,668 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 5.2918151e-05
12,446 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.9793485e-05
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