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Streaming in a Connected World: Querying and Tracking Distributed Data Streams

Summary: In-network query processing for distributed streams; one-shot queries vs continuous monitoring with partial spanning-tree aggregation. Emphasizes composable summaries for holistic queries, correlation-aware sensing, and uncertainty-based tradeoffs to cut communication and forecast future values. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4031
Venue
SIGMOD
Year
2007
Pagerank
5.6560822e-05
Overall Rank
7,284 | 50.03%
DOI
10.1145/1247480.1247649

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cormode_sigmod07,
        title = {{Streaming in a Connected World: Querying and Tracking Distributed Data Streams}},
        author = {Cormode, Graham and Garofalakis, Minos},
        series = {{SIGMOD} '07},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1247480.1247649},
        url = {https://dl.acm.org/doi/10.1145/1247480.1247649},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
2,747 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 8.1711208e-05
7,479 Distributed Online Tracking 2015 SIGMOD 5.6081446e-05
7,752 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.5521918e-05
8,501 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 5.4132745e-05
11,519 Truly Perfect Samplers for Data Streams and Sliding Windows 2022 PODS 5.093636e-05
12,054 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
230 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023891474
337 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020783399
418 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018812821
505 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017285498
550 Distributed Top-K Monitoring 2003 SIGMOD 0.0001663758
722 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014627248
1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012440928
1,400 Power-Conserving Computation of Order-Statistics over Sensor Networks 2004 PODS 0.00010890603
1,433 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001080304
2,013 Space Efficient Mining of Multigraph Streams 2005 PODS 9.3068345e-05
2,090 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.1894752e-05
2,406 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.6187297e-05
2,596 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.3627764e-05
4,830 Distributed Operation in the Borealis Stream Processing Engine 2005 SIGMOD 6.4882268e-05
5,516 Distributed Set-Expression Cardinality Estimation 2004 VLDB 6.1895841e-05
9,161 Efficient Gossip-Based Aggregate Computation 2006 PODS 5.3111776e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,178 Optimal Sampling From Distributed Streams 2010 PODS
2 7,752 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB
3 2,406 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD
4 7,713 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB
5 12,054 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD
6 1,274 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD
7 550 Distributed Top-K Monitoring 2003 SIGMOD
8 722 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD
9 1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB
10 13,840 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2006 VLDB