Explainable Time Series Tree: An Explainable Top-Down Time Series Segmentation Framework

A wide range of Machine Learning algorithms can model time series to address classification, forecasting, and clustering problems. However, time series may exhibit characteristics that complicate these tasks, such as repeating patterns and seasonal variations. Time series segmentation could be a sol...

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Bibliographic Details
Main Authors: Vitor de Castro Silva, Bruno Bogaz Zarpelao, Eric Medvet, Sylvio Barbon
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10292634/