Fast and Accurate Time-Series Clustering

DOI10.1145/3044711zbMath1474.62241OpenAlexW2622816133MaRDI QIDQ5012577

John Paparrizos, Luis Gravano

Publication date: 25 November 2021

Published in: ACM Transactions on Database Systems (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1145/3044711

zbMATH Keywords

distance measurestime-series clusteringtime-series classification

Mathematics Subject Classification ID

Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Computational aspects of data analysis and big data (68T09)

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End-to-end deep representation learning for time series clustering: a comparative study ⋮ Elastic statistical analysis of interval-valued time series ⋮ Tight Hardness Results for Consensus Problems on Circular Strings and Time Series ⋮ Exact mean computation in dynamic time warping spaces ⋮ Time series clustering in linear time complexity

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