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Streaming Pattern Discovery in Multiple Time-Series

Summary: SPIRIT (Streaming Pattern Discovery in Multiple Time-Series) incrementally uncovers correlations and latent variables across multiple streams without buffering or pairwise comparisons. Any-time, single-pass, dynamic change detection enables fast anomaly spotting, forecasting, and simplified downstream processing. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9348
Venue
VLDB
Year
2005
Pagerank
0.00012466288
Overall Rank
1,346 | 90.64%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,786 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010558719
2,159 Sequential Dependencies 2009 VLDB 9.4130956e-05
2,276 Mind the Gap: An Experimental Evaluation of Imputation of Missing Values Techniques in Time Series 2020 VLDB 9.1261944e-05
2,427 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8370658e-05
4,065 AutoPlait: Automatic Mining of Co-evolving Time Sequences 2014 SIGMOD 6.4819215e-05
4,824 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 5.8947137e-05
5,704 Imminence Monitoring of Critical Events: A Representation Learning Approach 2021 SIGMOD 5.3636151e-05
5,984 Streaming Anomaly Detection Using Randomized Matrix Sketching 2016 VLDB 5.244512e-05
6,067 IL-Miner: Instance-Level Discovery of Complex Event Patterns 2017 VLDB 5.2290408e-05
6,535 Effective Variation Management for Pseudo Periodical Streams 2007 SIGMOD 5.0243433e-05
6,579 Efficient Sentiment Correlation for Large-scale Demographics 2013 SIGMOD 5.0034092e-05
6,602 Continuous Matrix Approximation on Distributed Data 2014 VLDB 4.9971153e-05
6,727 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 4.9483604e-05
6,774 Matrix Sketching Over Sliding Windows 2016 SIGMOD 4.9299348e-05
7,356 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 4.7529612e-05
7,400 Missing Value Imputation for Multi-attribute Sensor Data Streams via Message Propagation 2024 VLDB 4.7397846e-05
9,274 Ranking Distributed Probabilistic Data 2009 SIGMOD 4.3646295e-05
9,920 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 4.2561557e-05
10,375 DISCES: Systematic Discovery of Event Stream Queries 2025 SIGMOD 4.1945683e-05
11,215 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1945683e-05
12,276 Parsimonious Linear Fingerprinting for Time Series 2010 VLDB 4.1945683e-05
12,515 InteMon: Intelligent System Monitoring on Large Clusters 2006 VLDB 4.1945683e-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
33 BIRCH: An Efficient Data Clustering Method for Very Large Databases 1996 SIGMOD 0.00077324389
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
662 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00018475968
726 Load Shedding in a Data Stream Manager 2003 VLDB 0.00017511209
785 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016664156
885 Query Processing for Sensor Networks 2003 CIDR 0.00015646925
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,136 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00013760154
1,717 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010793312
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010154528
2,407 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8804679e-05
3,050 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.6512619e-05
3,102 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.5586568e-05
3,519 BRAID: Stream Mining through Group Lag Correlations 2005 SIGMOD 7.0137199e-05
5,481 Adaptive, Hands-Off Stream Mining 2003 VLDB 5.4843702e-05
5,579 XWAVE: Optimal and Approximate Extended Wavelets for Streaming Data 2004 VLDB 5.4245689e-05
6,706 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 4.9543915e-05
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