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Online Event-driven Subsequence Matching over Financial Data Streams

Summary: Online, event-driven approximate subsequence matching over massive financial streams via online segmentation and pruning to a concise piecewise-linear representation. Permutation-based similarity with a metric distance enables flexible indexing and selective, event-driven search; validated on real stock data for trend prediction. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3504
Venue
SIGMOD
Year
2004
Pagerank
5.5753015e-05
Overall Rank
5,310 | 63.07%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
2,041 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6992894e-05
2,140 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4626098e-05
6,405 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0784401e-05
6,535 Effective Variation Management for Pseudo Periodical Streams 2007 SIGMOD 5.0243433e-05
9,885 Contour Map Matching for Event Detection in Sensor Networks 2006 SIGMOD 4.2626354e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0005181666
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
575 Distance-Based Indexing For High-Dimensional Metric Spaces 1997 SIGMOD 0.00019882723
619 On Computing Correlated Aggregates Over Continual Data Streams 2001 SIGMOD 0.00019066583
662 A Framework for Clustering Evolving Data Streams 2003 VLDB 0.00018475968
693 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018077335
785 StatStream: Statistical Monitoring of Thousands of Data Streams in Real Time 2002 VLDB 0.00016664156
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
1,293 Content-Based Image Indexing 1994 VLDB 0.00012783639
3,300 Indexing the Distance: An Efficient Method to KNN Processing 2001 VLDB 7.2516103e-05
3,417 General Match: A Subsequence Matching Method in Time-Series Databases Based on Generalized Windows 2002 SIGMOD 7.1195863e-05
4,210 Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series 2002 SIGMOD 6.3566839e-05
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