XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification

XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification

Multivariate Time Series (MTS) classification has gained importance over the past decade with the increase in the number of temporal datasets in multiple domains. The current state-of-the-art MTS classifier is a heavyweight deep learning approach, which outperforms the second-best MTS classifier onl...

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Bibliographic Details
Main Authors: Kevin Fauvel, Tao Lin, Véronique Masson, Élisa Fromont, Alexandre Termier
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Mathematics
Subjects:
convolutional neural network
explainability
multivariate time series classification
Online Access:https://www.mdpi.com/2227-7390/9/23/3137

Internet

https://www.mdpi.com/2227-7390/9/23/3137

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