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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
9049
Venue
VLDB
Year
2002
Pagerank
0.00015166017
Overall Rank
668 | 95.42%
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
1,046 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00012440091
1,252 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00011483752
1,263 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011425419
1,579 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00010305183
1,722 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.9227051e-05
1,764 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.8120315e-05
1,842 Sequential Dependencies 2009 VLDB 9.6345922e-05
2,596 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 8.3627764e-05
3,493 Processing Forecasting Queries 2007 VLDB 7.3650273e-05
3,930 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 7.0102082e-05
4,424 Classical and Contemporary Approaches to Big Time Series Forecasting 2019 SIGMOD 6.7104881e-05
4,629 Time Series Compressibility and Privacy 2007 VLDB 6.5960717e-05
4,882 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.4651572e-05
4,989 Shape Sensitive Geometric Monitoring 2008 PODS 6.4106441e-05
5,158 Forecasting Big Time Series: Old and New 2018 VLDB 6.3404905e-05
5,162 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 6.339805e-05
5,927 Incremental Computation of Common Windowed Holistic Aggregates 2016 VLDB 6.0384172e-05
6,189 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.9483531e-05
6,780 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB 5.7766335e-05
7,251 Efficient Sentiment Correlation for Large-scale Demographics 2013 SIGMOD 5.6630343e-05
7,751 GeoScope: Online Detection of Geo-Correlated Information Trends in Social Networks 2014 VLDB 5.552233e-05
8,925 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 5.3483178e-05
9,474 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 2023 SIGMOD 5.2634238e-05
9,648 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 5.2430158e-05
9,847 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 5.2094004e-05
10,069 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.1643809e-05
11,416 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 5.093636e-05
12,456 Using Sentinel Technology in the TARGIT BI Suite 2010 VLDB 5.093636e-05
12,578 LEE WAVE: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 5.093636e-05
12,629 Variance Estimation over Sliding Windows 2007 PODS 5.093636e-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
41 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00046675394
82 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00036378991
190 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00026105472
311 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00021760621
443 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00018373044
468 Fast Time Sequence Indexing for Arbitrary Lp Norms 2000 VLDB 0.00017986163
551 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00016635191
610 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00015783259
810 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00013874464
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1 2,171 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB
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