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Effective Variation Management for Pseudo Periodical Streams

Summary: Proposes Pattern Growth Graph (PGG) for online variation management in pseudo-periodic streams, using wave-patterns to capture evolution and enable one-pass detection. Stores only differing segments for compression with reconstructable accuracy and noise discrimination, validated on large real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3857
Venue
SIGMOD
Year
2007
Pagerank
5.0195121e-05
Overall Rank
6,532 | 54.61%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
2,684 Finding Semantics in Time Series 2011 SIGMOD 8.3154143e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
1,349 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012453634
2,403 Maintaining Variance and k–Medians over Data Stream Windows 2003 PODS 8.8738166e-05
2,429 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8285306e-05
3,108 Processing Set Expressions over Continuous Update Streams 2003 SIGMOD 7.5547127e-05
3,123 Comparing Data Streams Using Hamming Norms (How to Zero In) 2002 VLDB 7.5270618e-05
5,314 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5702825e-05
6,339 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.0989397e-05
6,401 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0735622e-05
6,722 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 4.9455949e-05
9,066 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 4.3991821e-05
9,067 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.3991821e-05
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6,339 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.0989397e-05
5,314 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5702825e-05
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617 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019048986
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1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013205769
5,017 Event Pattern Matching over Graph Streams 2015 VLDB 5.7505967e-05
11,831 Variability in Data Streams 2016 PODS 4.1905499e-05
6,722 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 4.9455949e-05