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A Structured Study of Multivariate Time-Series Distance Measures

Summary: Evaluation of multivariate time-series distances: 30 measures, 8 categories, 13 normalizations, 30 datasets, 3 tasks. Findings: non-Z normalizations beat Z-score; elastic measures outperform DTW/Euclidean; sliding measures balance accuracy and runtime. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7196
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,466 | 27.19%
DOI
10.1145/3725258

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Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
9,599 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 4.3177432e-05
10,331 MS-Index: Fast Top-k Subsequence Search for Multivariate Time Series under Euclidean Distance 2026 VLDB 4.1945683e-05
10,524 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1945683e-05
10,718 BURST: Rendering Clustering Techniques Suitable for Evolving Streams 2025 VLDB 4.1945683e-05
10,738 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1945683e-05
10,739 Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods 2025 VLDB 4.1945683e-05
10,741 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 4.1945683e-05
13,137 SAIL: A Voyage to Symbolic Approximation Solutions for Time-Series Analysis 2025 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
358 On The Marriage of Lp-norms and Edit Distance 2004 VLDB 0.0002599481
693 Efficiently Supporting Ad Hoc Queries in Large Datasets of Time Sequences 1997 SIGMOD 0.00018077335
701 Efficient Algorithms for Mining Outliers from Large Data Sets 2000 SIGMOD 0.00017938417
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
1,161 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013585236
1,363 Indexing Spatio-Temporal Trajectories with Chebyshev Polynomials 2004 SIGMOD 0.00012372959
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,041 Indexable PLA for Efficient Similarity Search 2007 VLDB 9.6992894e-05
2,290 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0934125e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
2,613 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4503824e-05
3,029 A Decade of Progress in Indexing and Mining Large Time Series Databases 2006 VLDB 7.6803666e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,338 Fast Time-Series Searching with Scaling and Shifting 1999 PODS 7.2040692e-05
3,540 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.9943185e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.902069e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
4,823 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 5.8956566e-05
4,853 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8760276e-05
5,665 Rare Time Series Motif Discovery from Unbounded Streams 2015 VLDB 5.3821303e-05
5,758 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.339397e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1161316e-05
6,367 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0941072e-05
7,278 Interpretable Clustering of Multivariate Time Series with Time2Feat 2023 VLDB 4.7793885e-05
8,088 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5897316e-05
9,294 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.3608061e-05
9,329 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 4.3556432e-05
9,599 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 4.3177432e-05
10,524 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1945683e-05
11,094 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1945683e-05
11,235 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1945683e-05
13,110 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
13,261 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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