Time series clustering based on polynomial fitting and multi-order trend features

DOI10.1016/J.INS.2024.120939MaRDI QIDQ6571167

Yun Kang, Bin Yu, Chongyan Wu

Publication date: 11 July 2024

Published in: Information Sciences (Search for Journal in Brave)

zbMATH Keywords

time seriesfeature extractionhierarchical clusteringtime series clusteringpolynomial curve fitting

Mathematics Subject Classification ID

Statistics (62-XX) Computer science (68-XX)

Cites Work

• Robust classification of multivariate time series by imprecise hidden Markov models
• Time series representation and similarity based on local autopatterns
• Time series clustering with ARMA mixtures
• Time series analysis of COVID-19 infection curve: a change-point perspective
• Time-series data mining
• The Hodrick--Prescott filter, the Slutzky effect, and the distortionary effect of filters
• Dimensionality reduction for fast similarity search in large time series databases
• Information granules-based long-term forecasting of time series via BPNN under three-way decision framework

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