Anticipatory DTW for Efficient Similarity Search in Time Series Databases

Summary: Anticipatory DTW reuses filter-step info during refinement to prune candidates earlier. It leverages state-of-the-art DTW lower bounds with negligible overhead, no false dismissals, and scales to multivariate, long series and wide bands. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: hb53431d1e7b4886c
Venue: VLDB
Year: 2009
Pagerank: 5.3620578e-05
Overall Rank: 8,286 | 44.30%
DOI: 10.14778/1687627.1687721

Incoming Non-self Citations Over Time

Authors

1. Ira Assent (Aalborg University)
2. Marc Wichterich (Rheinisch-Westfaelische Technische Hochschule Aachen)
3. Ralph Krieger (Rheinisch-Westfaelische Technische Hochschule Aachen)
4. Hardy Kremer (Rheinisch-Westfaelische Technische Hochschule Aachen)
5. Thomas Seidl (Rheinisch-Westfaelische Technische Hochschule Aachen)

BibTeX Citation

@article{assent_vldb09,
        title = {{Anticipatory DTW for Efficient Similarity Search in Time Series Databases}},
        author = {Assent, Ira and Wichterich, Marc and Krieger, Ralph and Kremer, Hardy and Seidl, Thomas},
        journal = {PVLDB},
        series = {{VLDB} '09},
        doi = {10.14778/1687627.1687721},
        url = {https://doi.org/10.14778/1687627.1687721},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,006	A Generic Framework for Efficient and Effective Subsequence Retrieval	2012	VLDB	5.6234186e-05
8,186	A New Approach for Processing Ranked Subsequence Matching Based on Ranked Union	2011	SIGMOD	5.3814143e-05

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
193	Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases	2001	SIGMOD	0.00025648171
306	On The Marriage of Lp-norms and Edit Distance	2004	VLDB	0.00021575844
613	Exact Indexing of Dynamic Time Warping	2002	VLDB	0.00015570505
826	Optimal Multi-Step k-Nearest Neighbor Search	1998	SIGMOD	0.0001363793
915	Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures	2008	VLDB	0.00013099703
1,070	Warping Indexes with Envelope Transforms for Query by Humming	2003	SIGMOD	0.00012174775
3,333	FTW: Fast Similarity Search under the Time Warping Distance	2005	PODS	7.4153527e-05
3,507	Approximate Embedding-Based Subsequence Matching of Time Series	2008	SIGMOD	7.2494536e-05
7,380	LB_Keogh Supports Exact Indexing of Shapes under Rotation Invariance with Arbitrary Representations and Distance Measures	2006	VLDB	5.5393809e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	7,442	Set-based Similarity Search for Time Series	2016	SIGMOD
2	385	Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases	1995	VLDB
3	829	Similarity-Based Queries for Time Series Data	1997	SIGMOD
4	12,620	sDTW: Computing DTW Distances using Locally Relevant Constraints based on Salient Feature Alignments	2012	VLDB
5	6,890	On Efficiently Searching Trajectories and Archival Data for Historical Similarities	2008	VLDB
6	11,327	FSMDTW: A Fast Index-free Subsequence Matching Algorithm for Dynamic Time Warping	2025	VLDB
7	3,507	Approximate Embedding-Based Subsequence Matching of Time Series	2008	SIGMOD
8	613	Exact Indexing of Dynamic Time Warping	2002	VLDB
9	5,722	Ranked Subsequence Matching in Time-Series Databases	2007	VLDB
10	3,333	FTW: Fast Similarity Search under the Time Warping Distance	2005	PODS