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Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles

Summary: Proposes distributed-tracking schemes for continuous approximate quantiles over distributed streams, with space-per-site storage and low communication. A hybrid approach—local tracking plus simple prediction models—extends to holistic aggregates (e.g., heavy hitters), with experiments showing substantial savings. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3622
Venue
SIGMOD
Year
2005
Pagerank
7.8628636e-05
Overall Rank
2,934 | 79.61%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
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
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
4,080 Quantiles over Data Streams: An Experimental Study 2013 SIGMOD 6.4619407e-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
5,045 Shape Sensitive Geometric Monitoring 2008 PODS 5.7332856e-05
5,910 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 5.2718714e-05
6,474 Sampling Based Algorithms for Quantile Computation in Sensor Networks 2011 SIGMOD 5.0422176e-05
6,603 Continuous Matrix Approximation on Distributed Data 2014 VLDB 4.9923197e-05
6,717 Continuous Distributed Counting for Non-monotonic Streams 2012 PODS 4.9459755e-05
7,329 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7559363e-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
7,839 Sketch-based Querying of Distributed Sliding-Window Data Streams 2012 VLDB 4.6338068e-05
8,066 Together is Better: Heavy Hitters Quantile Estimation 2023 SIGMOD 4.5899218e-05
8,493 Prediction-Based Geometric Monitoring Over Distributed Data Streams 2012 SIGMOD 4.494116e-05
9,009 Efficient Gossip-Based Aggregate Computation 2006 PODS 4.4064079e-05
9,280 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3604461e-05
9,582 Sharing Aggregate Computation for Distributed Queries 2007 SIGMOD 4.3185789e-05
11,366 MinMax Sampling: A Near-optimal Global Summary for Aggregation in the Wide Area 2022 SIGMOD 4.1905499e-05
11,373 Efficient and Error-bounded Spatiotemporal Quantile Monitoring in Edge Computing Environments 2022 VLDB 4.1905499e-05
11,436 Model Counting meets F0 Estimation 2021 PODS 4.1905499e-05
11,861 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 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
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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
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
274 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00029383266
316 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00027981848
324 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027465124
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
550 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020346247
743 Distributed Top-K Monitoring 2003 SIGMOD 0.00017318557
874 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001568356
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
955 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015069776
1,006 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014684829
1,561 Power-Conserving Computation of Order-Statistics over Sensor Networks 2004 PODS 0.00011349345
3,108 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.5547127e-05
5,684 Distributed Set-Expression Cardinality Estimation 2004 VLDB 5.3731479e-05
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Overall Rank Paper Year Venue Pagerank
955 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015069776
1,006 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014684829
3,491 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.0436671e-05
6,474 Sampling Based Algorithms for Quantile Computation in Sensor Networks 2011 SIGMOD 5.0422176e-05
4,246 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.318484e-05
9,162 Estimating Quantiles from the Union of Historical and Streaming Data 2017 VLDB 4.380727e-05
11,861 Scalable Approximate Query Tracking over Highly Distributed Data Streams 2016 SIGMOD 4.1905499e-05
7,329 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 4.7559363e-05
7,697 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6701245e-05
1,394 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012218557