ST-Tree with interpretability for multivariate time series classification

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Mingsen Du, Yanxuan Wei, Yingxia Tang, Xiangwei Zheng, Shoushui Wei, Cun Ji

Published: 01 Jan 2025, Last Modified: 13 Mar 2025Neural Networks 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We propose the ST-Tree model, which can provide an interpretable decision process.•The decision-making process of our model is transparent and interpretable.•The ST-tree model is demonstrated to have improved accuracy.