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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
h73090b3bbd96f117
Venue
VLDB
Year
2002
Pagerank
0.00030600691
Overall Rank
124 | 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 0.00052121228
255 The History of Histograms (abridged) 2003 VLDB 0.00022981861
565 Distributed Top-K Monitoring 2003 SIGMOD 0.00016296423
710 Approximate Counts and Quantiles over Sliding Windows 2004 PODS 0.00014608975
840 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.0001354605
858 What’s Hot and What’s Not: Tracking Most Frequent Items Dynamically 2003 PODS 0.000134266
870 Spectral Bloom Filters 2003 SIGMOD 0.0001334417
890 E-Store: Fine-Grained Elastic Partitioning for Distributed Transaction Processing Systems 2015 VLDB 0.00013247078
909 Finding Frequent Items in Data Streams 2008 VLDB 0.00013125647
1,066 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012192801
1,470 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00010560701
1,636 Space-optimal Heavy Hitters with Strong Error Bounds 2009 PODS 0.00010016656
1,970 Cold Filter: A Meta-Framework for Faster and More Accurate Stream Processing 2018 SIGMOD 9.2902522e-05
2,054 Space Efficient Mining of Multigraph Streams 2005 PODS 9.1135465e-05
2,124 Tributaries and Deltas: Efficient and Robust Aggregation in Sensor Network Streams 2005 SIGMOD 9.0056375e-05
2,171 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 8.9239861e-05
2,186 Graph Stream Summarization: From Big Bang to Big Crunch 2016 SIGMOD 8.8916948e-05
2,214 Effective Phrase Prediction 2007 VLDB 8.8195986e-05
2,420 gSketch: On Query Estimation in Graph Streams 2012 VLDB 8.4898523e-05
2,465 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.4253671e-05
2,624 Optimal Sampling from Sliding Windows 2009 PODS 8.2095532e-05
2,649 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.1754974e-05
2,738 Sketching Probabilistic Data Streams 2007 SIGMOD 8.07308e-05
2,930 Data Sketches for Disaggregated Subset Sum and Frequent Item Estimation 2018 SIGMOD 7.8415815e-05
3,094 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.6533343e-05
3,514 Sketching Linear Classifiers over Data Streams 2018 SIGMOD 7.2429609e-05
3,536 Multidimensional Content eXploration 2008 VLDB 7.2241245e-05
3,547 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 7.2121974e-05
3,708 Space Complexity of Hierarchical Heavy Hitters in Multi-Dimensional Data Streams 2005 PODS 7.0812099e-05
3,917 Optimal Tracking of Distributed Heavy Hitters and Quantiles 2009 PODS 6.9266831e-05
3,944 Randomized Algorithms for Tracking Distributed Count, Frequencies, and Ranks 2012 PODS 6.9105015e-05
4,097 Fast Data Stream Algorithms using Associative Memories 2007 SIGMOD 6.8092798e-05
4,324 On Biased Reservoir Sampling in the Presence of Stream Evolution 2006 VLDB 6.6656407e-05
4,348 Diamond in the Rough: Finding Hierarchical Heavy Hitters in Multi-Dimensional Data 2004 SIGMOD 6.6469144e-05
4,550 Approximate Frequency Counts over Data Streams 2012 VLDB 6.5402546e-05
4,778 False Positive or False Negative: Mining Frequent Itemsets from High Speed Transactional Data Streams 2004 VLDB 6.4174716e-05
5,025 Finding Persistent Items in Data Streams 2017 VLDB 6.3093822e-05
5,117 Shape Sensitive Geometric Monitoring 2008 PODS 6.2669323e-05
5,318 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.1828476e-05
5,327 Fast and Approximate Stream Mining of Quantiles and Frequencies Using Graphics Processors 2005 SIGMOD 6.1783009e-05
5,499 Time Adaptive Sketches (Ada-Sketches) for Summarizing Data Streams 2016 SIGMOD 6.1034402e-05
5,840 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 5.9737703e-05
6,042 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.9060937e-05
6,122 Approximate Distinct Counts for Billions of Datasets 2019 SIGMOD 5.879545e-05
6,188 Finding Global Icebergs over Distributed Data Sets 2006 PODS 5.8571256e-05
6,252 Finding Frequent Items in Probabilistic Data 2008 SIGMOD 5.8354449e-05
6,432 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.78833e-05
6,570 An Optimal Algorithm for l1-Heavy Hitters in Insertion Streams and Related Problems 2016 PODS 5.7458578e-05
6,832 Matrix Sketching Over Sliding Windows 2016 SIGMOD 5.6684547e-05
7,257 PR-Sketch: Monitoring Per-key Aggregation of Streaming Data with Nearly Full Accuracy 2021 VLDB 5.572128e-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
29 Fast Algorithms for Mining Association Rules 1994 VLDB 0.0005121339
83 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00035978046
153 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00028633995
164 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027412227
250 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00023156569
312 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021311793
403 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.0001910396
450 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018032912
473 Sampling Large Databases for Association Rules 1996 VLDB 0.00017673931
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016295476
573 An Efficient Algorithm for Mining Association Rules in Large Databases 1995 VLDB 0.00016173338
588 Computing Iceberg Queries Efficiently 1998 VLDB 0.00015906635
948 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00012914559
1,004 Dynamic Maintenance of Wavelet-Based Histograms 2000 VLDB 0.00012594522
1,874 Efficient Computation of Iceberg Cubes with Complex Measures 2001 SIGMOD 9.4579757e-05
4,444 Online Association Rule Mining 1999 SIGMOD 6.5980526e-05
Previous Page 1 / 1 Next

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