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StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time

Summary: StatStream enables real-time monitoring of 10,000 streams, including all-pairs, time-delayed correlations. DFTs plus a three-level interval hierarchy support arbitrary sliding windows with fixed response time, outperforming direct and prior Fourier methods by orders of magnitude. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h95f17fa8d5aa1581
Venue
VLDB
Year
2002
Pagerank
0.00014783422
Overall Rank
682 | 95.44%
DOI
10.1016/B978-155860869-6/50039-1

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zhu_vldb02,
        title = {{StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time}},
        author = {Zhu, Yunyue and Shasha, Dennis},
        journal = {PVLDB},
        series = {{VLDB} '02},
        doi = {10.1016/B978-155860869-6/50039-1},
        url = {https://doi.org/10.1016/B978-155860869-6/50039-1},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
1,075 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00012129172
1,285 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00011189681
1,290 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011151196
1,578 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00010155847
1,738 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.7335994e-05
1,806 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.5907745e-05
1,898 Sequential Dependencies 2009 VLDB 9.3965317e-05
2,658 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.1455298e-05
3,571 Processing Forecasting Queries 2007 VLDB 7.17962e-05
3,993 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.8565106e-05
4,542 Classical and Contemporary Approaches to Big Time Series Forecasting 2019 SIGMOD 6.5380285e-05
4,678 Time Series Compressibility and Privacy 2007 VLDB 6.4568192e-05
5,019 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.2998569e-05
5,140 Shape Sensitive Geometric Monitoring 2008 PODS 6.2436669e-05
5,290 Forecasting Big Time Series: Old and New 2018 VLDB 6.1788815e-05
5,292 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 6.1783225e-05
6,049 Incremental Computation of Common Windowed Holistic Aggregates 2016 VLDB 5.8866676e-05
6,335 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.7930204e-05
6,923 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB 5.6297586e-05
7,407 Efficient Sentiment Correlation for Large-scale Demographics 2013 SIGMOD 5.5170813e-05
7,934 GeoScope: Online Detection of Geo-Correlated Information Trends in Social Networks 2014 VLDB 5.4072247e-05
9,115 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 5.208561e-05
9,690 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 2023 SIGMOD 5.1258854e-05
9,867 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 5.1056602e-05
10,075 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 5.0732737e-05
10,310 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.0294306e-05
11,780 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.9605343e-05
12,796 Using Sentinel Technology in the TARGIT BI Suite 2010 VLDB 4.9605343e-05
12,917 LEE WAVE: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.9605343e-05
12,967 Variance Estimation over Sliding Windows 2007 PODS 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045609336
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036097627
198 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00025558119
316 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021238056
442 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018182341
481 Fast Time Sequence Indexing for Arbitrary Lp Norms 2000 VLDB 0.00017567157
566 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016236872
625 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00015436082
832 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00013562724
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1 2,222 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB
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