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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
3506
Venue
SIGMOD
Year
2004
Pagerank
7.0436671e-05
Overall Rank
3,491 | 75.74%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
831 Finding Frequent Items in Data Streams 2008 VLDB 0.00016094846
1,549 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011407374
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
2,269 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1507118e-05
4,080 Quantiles over Data Streams: An Experimental Study 2013 SIGMOD 6.4619407e-05
5,119 Sampling Algorithms in a Stream Operator 2005 SIGMOD 5.6774637e-05
5,377 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 5.5381456e-05
5,602 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 5.4153555e-05
5,636 KLL± Approximate Quantile Sketches over Dynamic Datasets 2021 VLDB 5.3985928e-05
7,028 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 4.852324e-05
8,203 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 4.5552628e-05
8,586 Bias-Aware Sketches 2017 VLDB 4.4855966e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4378541e-05
9,162 Estimating Quantiles from the Union of Historical and Streaming Data 2017 VLDB 4.380727e-05
10,667 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 4.1905499e-05
11,909 Compact Summaries over Large Datasets 2015 PODS 4.1905499e-05
12,218 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1905499e-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 0.00072660894
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
168 Approximate Frequency Counts over Data Streams 2002 VLDB 0.0003915627
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
270 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00029648047
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
550 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020346247
617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
849 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015919478
955 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00015069776
1,065 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014344675
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013205769
1,671 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 0.00010944194
3,123 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.5270618e-05
5,037 Data Stream Query Processing: A Tutorial 2003 VLDB 5.7390577e-05
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