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Holistic UDAFs at Streaming Speeds

Summary: Holistic UDAFs for streaming quantiles and heavy hitters in DSMS; integrating selection-based and sketch-based algorithms. Identifies bottlenecks, proposes fast, space-efficient techniques, and delivers OC48 speeds (2x2.4Gbps) throughput on IP data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3505
Venue
SIGMOD
Year
2004
Pagerank
7.0502199e-05
Overall Rank
3,486 | 75.75%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
835 Finding Frequent Items in Data Streams 2008 VLDB 0.00016109621
1,551 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011416058
1,584 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011255801
1,941 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 0.00010017745
2,282 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1073603e-05
4,076 Quantiles over Data Streams: An Experimental Study 2013 SIGMOD 6.4680854e-05
5,117 Sampling Algorithms in a Stream Operator 2005 SIGMOD 5.6825418e-05
5,369 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 5.5434712e-05
5,594 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 5.4192122e-05
5,627 KLL± Approximate Quantile Sketches over Dynamic Datasets 2021 VLDB 5.403782e-05
7,027 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 4.8569938e-05
8,203 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 4.5596344e-05
8,599 Bias-Aware Sketches 2017 VLDB 4.4879268e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4421123e-05
9,162 Estimating Quantiles from the Union of Historical and Streaming Data 2017 VLDB 4.3849295e-05
10,659 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1945683e-05
11,901 Compact Summaries over Large Datasets 2015 PODS 4.1945683e-05
12,210 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044744986
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
166 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00039361552
205 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034731577
269 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00029656549
275 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00029364901
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
619 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019066583
852 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015941524
956 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015066967
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013213129
1,655 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 0.00010997332
3,050 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.6512619e-05
5,038 Data Stream Query Processing: A Tutorial 2003 VLDB 5.7432219e-05
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