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Streaming Pattern Discovery in Multiple Time-Series

Summary: SPIRIT incrementally discovers correlations and latent trends across multiple synchronized time series without buffering or pairwise comparisons. Its anytime, single-pass, adaptive model detects changes online and supports immediate anomaly detection, forecasting, and downstream simplification. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
9539
Venue
VLDB
Year
2005
Pagerank
0.00011483752
Overall Rank
1,252 | 91.42%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{papadimitriou_vldb05,
        title = {{Streaming Pattern Discovery in Multiple Time-Series}},
        author = {Papadimitriou, Spiros and Sun, Jimeng and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '05},
        pages = {697--708},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,764 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.8120315e-05
1,842 Sequential Dependencies 2009 VLDB 9.6345922e-05
2,441 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.5779023e-05
2,545 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 8.4401333e-05
4,379 AutoPlait: Automatic Mining of Co-evolving Time Sequences 2014 SIGMOD 6.735265e-05
4,882 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.4651572e-05
5,946 Streaming Anomaly Detection Using Randomized Matrix Sketching 2016 VLDB 6.0324341e-05
6,191 Imminence Monitoring of Critical Events: A Representation Learning Approach 2021 SIGMOD 5.9472916e-05
6,417 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 5.8822847e-05
6,560 IL-Miner: Instance-Level Discovery of Complex Event Patterns 2017 VLDB 5.8393764e-05
6,696 Matrix Sketching Over Sliding Windows 2016 SIGMOD 5.7985588e-05
6,697 Continuous Matrix Approximation on Distributed Data 2014 VLDB 5.7985588e-05
7,251 Efficient Sentiment Correlation for Large-scale Demographics 2013 SIGMOD 5.6630343e-05
7,400 Effective Variation Management for Pseudo Periodical Streams 2007 SIGMOD 5.6255397e-05
7,414 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 5.624223e-05
7,844 Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation 2024 VLDB 5.5332653e-05
9,425 Ranking Distributed Probabilistic Data 2009 SIGMOD 5.2711481e-05
10,069 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.1643809e-05
10,664 DISCES: Systematic Discovery of Event Stream Queries 2025 SIGMOD 5.093636e-05
11,416 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 5.093636e-05
12,471 Parsimonious Linear Fingerprinting for Time Series 2010 VLDB 5.093636e-05
12,708 InteMon: Intelligent System Monitoring on Large Clusters 2006 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
31 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00050347119
111 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032990214
150 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00029208207
230 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023891474
668 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00015166017
671 Load Shedding in a Data Stream Manager 2003 VLDB 0.00015154516
765 Query Processing for Sensor Networks 2003 CIDR 0.00014217472
817 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00013823702
907 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00013309819
1,027 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00012563656
1,397 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010906135
1,656 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010097487
2,447 Operator Scheduling in a Data Stream Manager 2003 VLDB 8.5728111e-05
3,150 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.7055991e-05
3,197 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.6439415e-05
3,391 BRAID: Stream Mining through Group Lag Correlations 2005 SIGMOD 7.4518238e-05
5,272 Adaptive, Hands-Off Stream Mining 2003 VLDB 6.2899363e-05
5,490 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 6.200262e-05
6,750 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 5.7842742e-05
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