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Approximate Frequency Counts over Data Streams

Summary: Memory-efficient streaming frequency-count algorithms with provable error bounds for threshold-exceeding items. Handles both singleton-item streams (IP monitoring) and set-valued streams; includes a single-pass, optimized frequent itemset computation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9048
Venue
VLDB
Year
2002
Pagerank
0.00031260115
Overall Rank
122 | 99.17%
DOI
10.1016/B978-155860869-6/50038-X

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{manku_vldb02,
        title = {{Approximate Frequency Counts over Data Streams}},
        author = {Manku, Gurmeet Singh and Motwani, Rajeev},
        journal = {PVLDB},
        series = {{VLDB} '02},
        doi = {10.1016/B978-155860869-6/50038-X},
        url = {https://doi.org/10.1016/B978-155860869-6/50038-X},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 73 citing papers.

Rank Citing Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00052982574
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
550 Distributed Top-K Monitoring 2003 SIGMOD 0.0001663758
691 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.00014927798
819 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00013815639
838 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.0001370404
862 Spectral Bloom Filters 2003 SIGMOD 0.00013532857
885 Finding Frequent Items in Data Streams 2008 VLDB 0.00013419017
887 E-Store: Fine-Grained Elastic Partitioning for Distributed Transaction Processing Systems 2015 VLDB 0.00013403455
1,045 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012440928
1,433 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.0001080304
1,600 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00010240222
1,905 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 9.5034849e-05
2,013 Space Efficient Mining of Multigraph Streams 2005 PODS 9.3068345e-05
2,090 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.1894752e-05
2,128 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 9.1271562e-05
2,148 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 9.0825156e-05
2,176 Effective Phrase Prediction 2007 VLDB 9.0172465e-05
2,377 gSketch: On Query Estimation in Graph Streams 2012 VLDB 8.6710302e-05
2,406 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.6187297e-05
2,576 Optimal Sampling from Sliding Windows 2009 PODS 8.3964437e-05
2,596 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.3627764e-05
2,697 Sketching Probabilistic Data Streams 2007 SIGMOD 8.2451054e-05
2,878 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 8.0058242e-05
3,044 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.820774e-05
3,445 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.4089141e-05
3,467 Multidimensional Content eXploration 2008 VLDB 7.3898968e-05
3,533 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 7.3366144e-05
3,628 Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams 2005 PODS 7.2428869e-05
3,832 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 7.0856664e-05
3,856 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 7.0690791e-05
4,005 Fast Data Stream Algorithms using Associative Memories 2007 SIGMOD 6.9643802e-05
4,229 On Biased Reservoir Sampling in the Presence of Stream Evolution 2006 VLDB 6.8181027e-05
4,258 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.7994155e-05
4,460 Approximate Frequency Counts over Data Streams 2012 VLDB 6.689845e-05
4,683 False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams 2004 VLDB 6.5641059e-05
4,898 Finding Persistent Items in Data Streams 2017 VLDB 6.454197e-05
4,989 Shape Sensitive Geometric Monitoring 2008 PODS 6.4106441e-05
5,193 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.3238562e-05
5,216 Fast and Approximate Stream Mining of Quantiles and Frequencies Using Graphics Processors 2005 SIGMOD 6.3121293e-05
5,372 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 6.2426538e-05
5,792 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 6.0871213e-05
5,924 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 6.0409904e-05
5,998 Approximate Distinct Counts for Billions of Datasets 2019 SIGMOD 6.0142553e-05
6,060 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.9914746e-05
6,120 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.9693818e-05
6,305 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.9204295e-05
6,454 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.8746921e-05
6,696 Matrix Sketching Over Sliding Windows 2016 SIGMOD 5.7985588e-05
7,110 PR-Sketch: Monitoring Per-key Aggregation of Streaming Data with Nearly Full Accuracy 2021 VLDB 5.7000212e-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
27 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00052255472
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036378991
149 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00029226907
161 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027981772
240 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.0002366381
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
393 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.0001934104
443 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018373044
462 Sampling Large Databases for Association Rules 1996 VLDB 0.00018065337
551 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016635191
558 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00016530269
577 Computing Iceberg Queries Efficiently 1998 VLDB 0.00016235949
931 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00013125812
977 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012864017
1,825 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.6726613e-05
4,354 Online Association Rule Mining 1999 SIGMOD 6.7479905e-05
Previous Page 1 / 1 Next

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