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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
3419
Venue
SIGMOD
Year
2003
Pagerank
0.00017318557
Overall Rank
743 | 94.84%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
874 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001568356
1,394 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012218557
1,642 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00011037826
1,773 Continuous Monitoring of Top-k Queries over Sliding Windows 2006 SIGMOD 0.00010600438
2,068 Optimal Sampling From Distributed Streams 2010 PODS 9.638573e-05
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
2,992 KLEE: A Framework for Distributed Top-k Query Algorithms 2005 VLDB 7.7661927e-05
4,178 Best Position Algorithms for Top-k Queries 2007 VLDB 6.3757762e-05
4,190 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 6.3677694e-05
4,246 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.318484e-05
4,328 Sliding-Window Top-k Queries on Uncertain Streams 2008 VLDB 6.2765138e-05
4,716 Weighted Reservoir Sampling from Distributed Streams 2019 PODS 5.9692227e-05
5,045 Shape Sensitive Geometric Monitoring 2008 PODS 5.7332856e-05
5,555 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 5.4405244e-05
5,684 Distributed Set-Expression Cardinality Estimation 2004 VLDB 5.3731479e-05
5,910 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2718714e-05
6,219 Reverse k-Ranks Query 2014 VLDB 5.1458862e-05
6,337 Adaptive Stream Filters for Entity-based Queries with Non-Value Tolerance 2005 VLDB 5.1008035e-05
6,426 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.0605823e-05
6,603 Continuous Matrix Approximation on Distributed Data 2014 VLDB 4.9923197e-05
6,632 Global Immutable Region Computation 2014 SIGMOD 4.9803909e-05
7,329 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7559363e-05
7,347 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 4.7502395e-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
7,878 Thread Cooperation in Multicore Architectures for Frequency Counting over Multiple Data Streams 2009 VLDB 4.6257581e-05
8,493 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.494116e-05
8,767 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 4.4520434e-05
9,009 Efficient Gossip-Based Aggregate Computation 2006 PODS 4.4064079e-05
9,280 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3604461e-05
11,436 Model Counting meets F0 Estimation 2021 PODS 4.1905499e-05
11,965 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1905499e-05
12,104 Ratio Threshold Queries over Distributed Data Sources 2013 VLDB 4.1905499e-05
12,233 Load-Balanced Query Dissemination in Privacy-Aware Online Communities 2010 SIGMOD 4.1905499e-05
12,275 An Access Cost-Aware Approach for Object Retrieval over Multiple Sources 2010 VLDB 4.1905499e-05
12,312 Minimizing the Communication Cost for Continuous Skyline Maintenance 2009 SIGMOD 4.1905499e-05
12,393 LeeWave: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.1905499e-05
12,497 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 4.1905499e-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
8 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015436578
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073944756
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072660894
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036655704
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031037999
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
1,006 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014684829
2,288 Local Verification of Global Integrity Constraints in Distributed Databases 1993 SIGMOD 9.093171e-05
2,362 Incremental Maintenance for Non-Distributive Aggregate Functions 2002 VLDB 8.9627806e-05
2,573 Distributing Queries over Low-Power Wireless Sensor Networks 2002 SIGMOD 8.5130467e-05
3,458 Data-value Partitioning and Virtual Messages 1990 PODS 7.0732183e-05
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11,965 Monitoring Distributed Streams using Convex Decompositions 2015 VLDB 4.1905499e-05
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