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

Summary: StatStream real-time monitors thousands of streams with online per-stream statistics and cross-stream correlations. DFT-based, three-level hierarchy and grid storage enable incremental, fixed-latency correlations over sliding windows for 10k streams on a PC. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8859
Venue
VLDB
Year
2002
Pagerank
0.00016648503
Overall Rank
783 | 94.56%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 30 of 30 citing papers.

Rank Citing Paper Year Venue Pagerank
1,060 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00014359912
1,349 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012453634
1,510 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011588558
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,784 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010548792
2,045 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6950855e-05
2,163 Sequential Dependencies 2009 VLDB 9.3956956e-05
2,921 A Geometric Approach to Monitoring Threshold Functions Over Distributed Data Streams 2006 SIGMOD 7.897272e-05
3,451 Processing Forecasting Queries 2007 VLDB 7.0798147e-05
3,788 Time Series Compressibility and Privacy 2007 VLDB 6.7624343e-05
3,878 Data Canopy: Accelerating Exploratory Statistical Analysis 2017 SIGMOD 6.6669911e-05
4,476 Classical and Contemporary Approaches to Big Time Series Forecasting 2019 SIGMOD 6.1458665e-05
4,828 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 5.8890363e-05
4,892 Forecasting Big Time Series: Old and New 2018 VLDB 5.8474831e-05
5,045 Shape Sensitive Geometric Monitoring 2008 PODS 5.7332856e-05
5,314 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5702825e-05
6,325 Incremental Computation of Common Windowed Holistic Aggregates 2016 VLDB 5.1052925e-05
6,401 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0735622e-05
6,577 Efficient Sentiment Correlation for Large-scale Demographics 2013 SIGMOD 4.9986229e-05
6,673 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB 4.962156e-05
7,749 GeoScope: Online Detection of Geo-Correlated Information Trends in Social Networks 2014 VLDB 4.6566429e-05
8,751 Multivariate Correlations Discovery in Static and Streaming Data 2022 VLDB 4.4520434e-05
9,329 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting 2023 SIGMOD 4.351469e-05
9,440 AMNES: Accelerating the computation of data correlation using FPGAs 2023 VLDB 4.3389137e-05
9,710 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 4.2951473e-05
9,919 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 4.2520778e-05
11,217 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1905499e-05
12,269 Using Sentinel Technology in the TARGIT BI Suite 2010 VLDB 4.1905499e-05
12,393 LeeWave: Level-Wise Distribution of Wavelet Coefficients for Processing kNN Queries over Distributed Streams 2008 VLDB 4.1905499e-05
12,444 Variance Estimation over Sliding Windows 2007 PODS 4.1905499e-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
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
126 Space-Efficient Online Computation of Quantile Summaries 2001 SIGMOD 0.00044753012
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031052437
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026698826
446 Random Sampling Techniques for Space Efficient Online Computation of Order Statistics of Large Datasets 1999 SIGMOD 0.00023002059
537 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020650291
617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
689 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018069077
999 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014726031
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2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.7935134e-05
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1,349 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012453634
663 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00018466049
617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
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4,210 Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series 2002 SIGMOD 6.3509527e-05
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