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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
3567
Venue
SIGMOD
Year
2004
Pagerank
7.820774e-05
Overall Rank
3,044 | 79.12%
DOI
10.1145/1007568.1007575

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cormode_sigmod04,
        title = {{Holistic UDAFs at Streaming Speeds}},
        author = {Cormode, Graham and Muthukrishnan, S. and Johnson, Theodore and Spatscheck, Oliver and Korn, Flip and Srivastava, Divesh},
        series = {{SIGMOD} '04},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1007568.1007575},
        url = {https://dl.acm.org/doi/10.1145/1007568.1007575},
        year = {2004}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
885 Finding Frequent Items in Data Streams 2008 VLDB 0.00013419017
1,223 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011602265
1,294 Augmented Sketch: Faster and More Accurate Stream Processing 2016 SIGMOD 0.00011291308
1,905 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 9.5034849e-05
2,128 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1271562e-05
3,765 Quantiles over Data Streams: An Experimental Study 2013 SIGMOD 7.1442477e-05
4,863 Pyramid Sketch: a Sketch Framework for Frequency Estimation of Data Streams 2017 VLDB 6.4740702e-05
5,184 KLL± Approximate Quantile Sketches over Dynamic Datasets 2021 VLDB 6.3283918e-05
5,193 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.3238562e-05
5,669 Data Streams with Bounded Deletions 2018 PODS 6.1278944e-05
5,802 Time-Decaying Aggregates in Out-of-order Streams 2008 PODS 6.0843083e-05
7,146 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 5.6904549e-05
8,106 SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model 2022 VLDB 5.4853605e-05
8,653 Bias-Aware Sketches 2017 VLDB 5.3914428e-05
8,964 Modeling Skew in Data Streams 2006 SIGMOD 5.3433303e-05
9,318 Estimating Quantiles from the Union of Historical and Streaming Data 2017 VLDB 5.289545e-05
10,910 Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing 2025 VLDB 5.093636e-05
12,100 Compact Summaries over Large Datasets 2015 PODS 5.093636e-05
12,405 Dissemination of Models over Time-Varying Data 2011 VLDB 5.093636e-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
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036378991
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
122 Approximate Frequency Counts over Data Streams 2002 VLDB 0.00031260115
167 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002757283
230 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023891474
235 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00023783792
255 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00023174541
261 Approximate Medians and other Quantiles in One Pass and with Limited Memory 1998 SIGMOD 0.00023097188
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
418 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00018812821
551 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016635191
723 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00014620977
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
842 How to Summarize the Universe: Dynamic Maintenance of Quantiles 2002 VLDB 0.00013671191
1,274 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00011377527
1,696 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 9.9810227e-05
3,150 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.7055991e-05
5,349 Data Stream Query Processing: A Tutorial 2003 VLDB 6.256154e-05
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