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

Summary: Decade-long progress in indexing and mining large time series databases. Surveys scalable indexing, compression, and mining approaches that address data-management needs across domains, where classical statistics struggle with massive time-series data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9427
Venue: VLDB
Year: 2006
Pagerank: 7.6803666e-05
Overall Rank: 3,029 | 78.93%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Eamonn Keogh

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,157	A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series	2013	VLDB	0.00013610658
1,161	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013585236
1,516	k-Shape: Efficient and Accurate Clustering of Time Series	2015	SIGMOD	0.00011586255
2,680	Finding Semantics in Time Series	2011	SIGMOD	8.3234371e-05
4,853	Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures	2020	SIGMOD	5.8760276e-05
5,878	Ranked Subsequence Matching in Time-Series Databases	2007	VLDB	5.2916009e-05
6,624	Fast-Forwarding to Desired Visualizations with zenvisage	2017	CIDR	4.9890732e-05
7,095	Dumpy: A Compact and Adaptive Index for Large Data Series Collections	2023	SIGMOD	4.8350023e-05
8,035	A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union	2011	SIGMOD	4.6009403e-05
10,466	A Structured Study of Multivariate Time-Series Distance Measures	2025	SIGMOD	4.1945683e-05
11,022	CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series	2024	VLDB	4.1945683e-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
65	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00062029383

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
13,513	Database Systems Research on Data Mining	2010	SIGMOD	-
13,582	Spatial Indexing of Large Multidimensional Databases	2007	CIDR	-
3,794	Identifying Representative Trends in Massive Time Series Data Sets Using Sketches	2000	VLDB	6.7617267e-05
11,340	Scalable Time Series Compound Infrastructure	2022	SIGMOD	4.1945683e-05
1,161	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013585236
10,739	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	2025	VLDB	4.1945683e-05
699	Exact Indexing of Dynamic Time Warping	2002	VLDB	0.00018015254
65	Fast Subsequence Matching in Time-Series Databases	1994	SIGMOD	0.00062029383
9,920	Mining and Forecasting of Big Time-series Data	2015	SIGMOD	4.2561557e-05
5,999	Time Series Data Mining: A Unifying View	2023	VLDB	5.2415551e-05