A Decade of Progress in Indexing and Mining Large Time Series Databases

Summary: Tutorial surveying a decade of database advances in indexing and mining massive time series. Traces extensions of Faloutsos et al.’s seminal subsequence-matching framework across scientific, industrial, and biomedical workloads. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 9618
Venue: VLDB
Year: 2006
Pagerank: 7.9526656e-05
Overall Rank: 2,928 | 79.92%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Eamonn Keogh (University of California Riverside)

BibTeX Citation

@article{keogh_vldb06,
        title = {{A Decade of Progress in Indexing and Mining Large Time Series Databases}},
        author = {Keogh, Eamonn},
        journal = {PVLDB},
        series = {{VLDB} '06},
        pages = {1268},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
898	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013339042
1,084	A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series	2013	VLDB	0.00012256753
1,579	k-Shape: Efficient and Accurate Clustering of Time Series	2015	SIGMOD	0.00010305183
3,399	Finding Semantics in Time Series	2011	SIGMOD	7.4466526e-05
4,604	Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures	2020	SIGMOD	6.6104585e-05
5,592	Ranked Subsequence Matching in Time-Series Databases	2007	VLDB	6.1552372e-05
6,391	Fast-Forwarding to Desired Visualizations with zenvisage	2017	CIDR	5.8893647e-05
6,691	Dumpy: A Compact and Adaptive Index for Large Data Series Collections	2023	SIGMOD	5.8011086e-05
8,026	A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union	2011	SIGMOD	5.5049255e-05
10,747	A Structured Study of Multivariate Time-Series Distance Measures	2025	SIGMOD	5.093636e-05
11,233	CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series	2024	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
41	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00046675394

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1	13,712	Database Systems Research on Data Mining	2010	SIGMOD
2	13,782	Spatial Indexing of Large Multidimensional Databases	2007	CIDR
3	3,626	Identifying Representative Trends in Massive Time Series Data Sets Using Sketches	2000	VLDB
4	11,538	Scalable Time Series Compound Infrastructure	2022	SIGMOD
5	898	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB
6	10,978	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB
7	601	Exact Indexing of Dynamic Time Warping	2002	VLDB
8	41	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD
9	10,069	Mining and Forecasting of Big Time-series Data	2015	SIGMOD
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