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Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures

Summary: Extensive empirical comparison of time-series representations and similarity measures, re-implementing eight representations and nine distance measures across 38 datasets. Unified validation; some literature claims may be optimistic; domain affects effectiveness. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9803
Venue
VLDB
Year
2008
Pagerank
0.00013572951
Overall Rank
1,164 | 91.92%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
1,422 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012050431
1,510 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011588558
2,198 DITA: Distributed In-Memory Trajectory Analytics 2018 SIGMOD 9.3096071e-05
2,644 Locality-Sensitive Hashing for Earthquake Detection: A Case Study of Scaling Data-Driven Science 2018 VLDB 8.3849568e-05
2,684 Finding Semantics in Time Series 2011 SIGMOD 8.3154143e-05
3,199 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.3999833e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.8997167e-05
4,062 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4792249e-05
4,111 Searching Trajectories by Locations - An Efficiency Study 2010 SIGMOD 6.4354586e-05
4,524 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.1091797e-05
4,854 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8707943e-05
6,080 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.219249e-05
6,673 Discovering Longest-lasting Correlation in Sequence Databases 2013 VLDB 4.962156e-05
6,786 Interactive Time Series Exploration Powered by the Marriage of Similarity Distances 2017 VLDB 4.9210246e-05
7,090 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8318862e-05
7,417 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB 4.7309512e-05
8,140 Anticipatory DTW for Efficient Similarity Search in Time Series Databases 2009 VLDB 4.5726407e-05
8,263 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5414364e-05
8,991 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 4.4113784e-05
9,233 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 4.3648789e-05
10,476 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1905499e-05
10,570 TELESAFE: Detecting Private/Work Boundary Crossings in Energy Consumption Trails in Telework 2025 VLDB 4.1905499e-05
10,596 SimRN: Trajectory Similarity Learning in Road Networks based on Distributed Deep Reinforcement Learning 2025 VLDB 4.1905499e-05
10,888 Representative Time Series Discovery for Data Exploration 2025 VLDB 4.1905499e-05
11,025 CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series 2024 VLDB 4.1905499e-05
11,113 DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search 2024 VLDB 4.1905499e-05
11,217 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1905499e-05
11,237 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1905499e-05
11,732 HomeRun: Scalable Sparse-Spectrum Reconstruction of Aggregated Historical Data 2018 VLDB 4.1905499e-05
11,929 SMiLer: A Semi-Lazy Time Series Prediction System for Sensors 2015 SIGMOD 4.1905499e-05
12,141 sDTW: Computing DTW Distances using Locally Relevant Constraints based on Salient Feature Alignments 2012 VLDB 4.1905499e-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
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031052437
251 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00030589775
358 On The Marriage of Lp-norms and Edit Distance 2004 VLDB 0.00026059337
537 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020650291
689 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018069077
696 Exact Indexing of Dynamic Time Warping 2002 VLDB 0.00017991162
1,060 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00014359912
1,373 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012326961
2,045 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6950855e-05
2,946 An Efficient and Accurate Method for Evaluating Time Series Similarity 2007 SIGMOD 7.8331623e-05
3,033 A Decade of Progress in Indexing and Mining Large Time Series Databases 2006 VLDB 7.6737668e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.8997167e-05
7,417 Uncertain Time-Series Similarity: Return to the Basics 2012 VLDB 4.7309512e-05
7,210 Set-based Similarity Search for Time Series 2016 SIGMOD 4.7949775e-05
3,796 Identifying Representative Trends in Massive Time Series Data Sets Using Sketches 2000 VLDB 6.7554597e-05
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031052437
6,786 Interactive Time Series Exploration Powered by the Marriage of Similarity Distances 2017 VLDB 4.9210246e-05
999 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014726031
6,575 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 4.9993797e-05
10,746 Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods 2025 VLDB 4.1905499e-05
10,888 Representative Time Series Discovery for Data Exploration 2025 VLDB 4.1905499e-05