The advantages of k-visibility: A comparative analysis of several time series clustering algorithms

The advantages of k-visibility: A comparative analysis of several time series clustering algorithms

This paper outlined the advantages of the k-visibility algorithm proposed in [1,2] compared to traditional time series clustering algorithms, highlighting enhanced computational efficiency and comparable clustering quality. This method leveraged visibility graphs, transforming time series into graph...

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Bibliographic Details
Main Authors: Sergio Iglesias-Perez, Alberto Partida, Regino Criado
Format: Article
Language:English
Published: AIMS Press 2024-12-01
Series:AIMS Mathematics
Subjects:
time series
visibility graph
clustering
computational efficiency
Online Access:https://www.aimspress.com/article/doi/10.3934/math.20241687
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