MD-Former: Multiscale Dual Branch Transformer for Multivariate Time Series Classification

MD-Former: Multiscale Dual Branch Transformer for Multivariate Time Series Classification

Multivariate Time Series Classification (MTSC) is a challenging task in real-world applications. Current approaches emphasize modeling multiscale relationships over time. However, the Multivariate Time Series (MTS) also exhibits multiscale cross-channel relationships. Furthermore, the long-term temp...

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Bibliographic Details
Main Authors: Yanling Du, Shuhao Chu, Jintao Wang, Manli Shi, Dongmei Huang, Wei Song
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Sensors
Subjects:
multivariate time series classification
transformer
multiscale architecture
UEA datasets
Online Access:https://www.mdpi.com/1424-8220/25/5/1487
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