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How to Summarize the Universe: Dynamic Maintenance of Quantiles

Summary: Dynamic maintenance of quantiles via RSS-based compact summaries for insert/delete workloads. Delivers fast, data-independent quantile estimates to user-specified precision, with deletions supported without rescanning, unlike prior methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8867
Venue
VLDB
Year
2002
Pagerank
0.00015069776
Overall Rank
955 | 93.37%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
398 Mergeable Summaries 2012 PODS 0.00024383201
831 Finding Frequent Items in Data Streams 2008 VLDB 0.00016094846
874 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001568356
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,586 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011245213
1,944 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010008078
2,934 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 7.8628636e-05
3,108 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.5547127e-05
3,491 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.0436671e-05
3,540 Approximation Techniques for Spatial Data 2004 SIGMOD 6.9922652e-05
3,545 Rosetta: A Robust Space-Time Optimized Range Filter for Key-Value Stores 2020 SIGMOD 6.9831585e-05
4,024 Approximate Quantiles and the Order of the Stream 2006 PODS 6.5177066e-05
4,080 Quantiles over Data Streams: An Experimental Study 2013 SIGMOD 6.4619407e-05
4,246 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.318484e-05
4,450 Proof-Infused Streams: Enabling Authentication of Sliding Window Queries On Streams 2007 VLDB 6.1734998e-05
5,636 KLL± Approximate Quantile Sketches over Dynamic Datasets 2021 VLDB 5.3985928e-05
5,684 Distributed Set-Expression Cardinality Estimation 2004 VLDB 5.3731479e-05
6,474 Sampling Based Algorithms for Quantile Computation in Sensor Networks 2011 SIGMOD 5.0422176e-05
7,340 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 4.7526052e-05
7,514 Logging Every Footstep: Quantile Summaries for the Entire History 2010 SIGMOD 4.7135369e-05
7,697 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 4.6701245e-05
8,203 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 4.5552628e-05
9,039 OmniSketch: Efficient Multi-Dimensional High-Velocity Stream Analytics with Arbitrary Predicates 2024 VLDB 4.3997447e-05
9,628 Approximate Sketches 2024 SIGMOD 4.3102157e-05
9,663 Multiscale Histograms: Summarizing Topological Relations in Large Spatial Datasets 2003 VLDB 4.3050178e-05
12,507 PADS: An End-to-end System for Processing Ad Hoc Data 2006 SIGMOD 4.1905499e-05
12,540 Join-Distinct Aggregate Estimation over Update Streams 2005 PODS 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

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