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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
3856
Venue
SIGMOD
Year
2007
Pagerank
5.0243433e-05
Overall Rank
6,535 | 54.54%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
2,680 Finding Semantics in Time Series 2011 SIGMOD 8.3234371e-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
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
1,346 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012466288
2,404 Maintaining Variance and k–Medians over Data Stream Windows 2003 PODS 8.8837279e-05
2,427 Optimal Multi-scale Patterns in Time Series Streams 2006 SIGMOD 8.8370658e-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
5,310 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5753015e-05
6,342 A Regression-Based Temporal Pattern Mining Scheme for Data Streams 2003 VLDB 5.1034654e-05
6,405 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0784401e-05
6,706 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 4.9543915e-05
9,067 MAIDS: Mining Alarming Incidents from Data Streams 2004 SIGMOD 4.4034035e-05
9,068 A Framework for Projected Clustering of High Dimensional Data Streams 2004 VLDB 4.4034035e-05
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6,405 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0784401e-05
5,310 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5753015e-05
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619 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019066583
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1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013213129
5,031 Event Pattern Matching over Graph Streams 2015 VLDB 5.7499783e-05
11,823 Variability in Data Streams 2016 PODS 4.1945683e-05
6,706 A Framework for Diagnosing Changes in Evolving Data Streams 2003 SIGMOD 4.9543915e-05