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Distributed Top-K Monitoring

Summary: Distributed top-k monitoring across multiple streams, avoiding central data transport. Arithmetic constraints at remote sources ensure valid top-k within user-specified error tolerance; communication occurs only on violations, yielding an order-of-magnitude reduction vs centralized schemes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3480
Venue
SIGMOD
Year
2003
Pagerank
0.0001663758
Overall Rank
550 | 96.23%
DOI
10.1145/872757.872764

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{babcock_sigmod03,
        title = {{Distributed Top-K Monitoring}},
        author = {Babcock, Brian and Olston, Chris},
        series = {{SIGMOD} '03},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/872757.872764},
        url = {https://dl.acm.org/doi/10.1145/872757.872764},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
838 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001370404
1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012440928
1,433 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001080304
1,513 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010530872
2,178 Optimal Sampling From Distributed Streams 2010 PODS 9.0159538e-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
2,813 KLEE: A Framework for Distributed Top-k Query Algorithms 2005 VLDB 8.0975254e-05
3,599 Sliding-Window Top-k Queries on Uncertain Streams 2008 VLDB 7.2710351e-05
3,702 Best Position Algorithms for Top-k Queries 2007 VLDB 7.1838636e-05
3,832 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 7.0856664e-05
3,856 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 7.0690791e-05
4,989 Shape Sensitive Geometric Monitoring 2008 PODS 6.4106441e-05
5,068 Weighted Reservoir Sampling from Distributed Streams 2019 PODS 6.3770298e-05
5,255 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.2982495e-05
5,516 Distributed Set-Expression Cardinality Estimation 2004 VLDB 6.1895841e-05
5,662 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 6.129927e-05
5,796 Reverse k-Ranks Query 2014 VLDB 6.0859929e-05
6,060 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.9914746e-05
6,697 Continuous Matrix Approximation on Distributed Data 2014 VLDB 5.7985588e-05
6,830 Global Immutable Region Computation 2014 SIGMOD 5.759977e-05
7,027 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.7231968e-05
7,284 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.6560822e-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
7,795 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 5.5429229e-05
8,231 Thread Cooperation in Multicore Architectures for Frequency Counting over Multiple Data Streams 2009 VLDB 5.4617036e-05
8,501 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 5.4132745e-05
8,940 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 5.3483178e-05
9,161 Efficient Gossip-Based Aggregate Computation 2006 PODS 5.3111776e-05
9,425 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.2711481e-05
11,631 Model Counting meets F0 Estimation 2021 PODS 5.093636e-05
12,155 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 5.093636e-05
12,293 Ratio Threshold Queries over Distributed Data Sources 2013 VLDB 5.093636e-05
12,420 Load-Balanced Query Dissemination in Privacy-Aware Online Communities 2010 SIGMOD 5.093636e-05
12,462 An Access Cost-Aware Approach for Object Retrieval over Multiple Sources 2010 VLDB 5.093636e-05
12,498 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 5.093636e-05
12,578 LEE WAVE: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 5.093636e-05
12,681 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010828372
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00054667018
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
150 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029208207
167 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002757283
193 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025964286
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
722 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014627248
2,064 Incremental Maintenance for Non-Distributive Aggregate Functions 2002 VLDB 9.2383582e-05
2,442 Local Verification of Global Integrity Constraints in Distributed Databases 1993 SIGMOD 8.5767117e-05
2,760 Distributing Queries over Low-Power Wireless Sensor Networks 2002 SIGMOD 8.1554268e-05
3,704 Data-value Partitioning and Virtual Messages 1990 PODS 7.1828723e-05
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# Overall Rank Paper Year Venue
1 12,155 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB
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4 13,840 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2006 VLDB
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