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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
hc8cf4b63cda9c59e
Venue
SIGMOD
Year
2003
Pagerank
0.00016238411
Overall Rank
565 | 96.22%
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
860 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.00013382689
1,070 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.0001215545
1,447 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010604169
1,471 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00010529345
2,230 Optimal Sampling From Distributed Streams 2010 PODS 8.7889857e-05
2,472 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.3988741e-05
2,658 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.1455298e-05
2,880 KLEE: A Framework for Distributed Top-k Query Algorithms 2005 VLDB 7.8948229e-05
3,337 Sliding-Window Top-k Queries on Uncertain Streams 2008 VLDB 7.3950425e-05
3,623 Best Position Algorithms for Top-k Queries 2007 VLDB 7.1347556e-05
3,932 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.900511e-05
3,955 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 6.8843906e-05
5,140 Shape Sensitive Geometric Monitoring 2008 PODS 6.2436669e-05
5,222 Weighted Reservoir Sampling from Distributed Streams 2019 PODS 6.2110605e-05
5,399 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1336701e-05
5,666 Distributed Set-Expression Cardinality Estimation 2004 VLDB 6.0281748e-05
5,810 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 5.9703192e-05
5,930 Reverse k-Ranks Query 2014 VLDB 5.9276255e-05
6,201 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.8350139e-05
6,856 Continuous Matrix Approximation on Distributed Data 2014 VLDB 5.6470368e-05
6,992 Global Immutable Region Computation 2014 SIGMOD 5.609582e-05
7,192 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.5736733e-05
7,435 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.5132769e-05
7,643 Distributed Online Tracking 2015 SIGMOD 5.4615983e-05
7,935 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.4071076e-05
7,976 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 5.3981912e-05
8,411 Thread Cooperation in Multicore Architectures for Frequency Counting over Multiple Data Streams 2009 VLDB 5.3213581e-05
8,694 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 5.2718203e-05
9,132 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 5.208561e-05
9,369 Efficient Gossip-Based Aggregate Computation 2006 PODS 5.1725834e-05
9,644 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.1334081e-05
11,988 Model Counting meets F0 Estimation 2021 PODS 4.9605343e-05
12,495 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.9605343e-05
12,633 Ratio Threshold Queries over Distributed Data Sources 2013 VLDB 4.9605343e-05
12,760 Load-Balanced Query Dissemination in Privacy-Aware Online Communities 2010 SIGMOD 4.9605343e-05
12,802 An Access Cost-Aware Approach for Object Retrieval over Multiple Sources 2010 VLDB 4.9605343e-05
12,837 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.9605343e-05
12,917 LEE WAVE: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.9605343e-05
13,019 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 4.9605343e-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 0.0010688884
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053734242
26 Models and Issues in Data Stream Systems 2002 PODS 0.00051942573
124 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00030503973
152 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00028566618
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.0002855087
173 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002691472
201 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025363666
316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021238056
738 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.0001432185
2,095 Incremental Maintenance for Non-Distributive Aggregate Functions 2002 VLDB 9.0408055e-05
2,487 Local Verification of Global Integrity Constraints in Distributed Databases 1993 SIGMOD 8.3794349e-05
2,826 Distributing Queries over Low-Power Wireless Sensor Networks 2002 SIGMOD 7.949715e-05
3,786 Data-value Partitioning and Virtual Messages 1990 PODS 7.0008136e-05
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# Overall Rank Paper Year Venue
1 12,495 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB
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