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Yao-Kang Li

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Open access Sep 2026

Explicit Future Pattern-Enhanced Multivariate Time Series Forecasting

Ex explicit future pattern (EFP)-enhanced forecasting is proposed, which represents evolution as a multiscale change from the last observed pattern and supports the roles of dynamic multiscale evolution, frequency information, and mixed training.

Yao-Kang Li, Yu-Nan Wei, Jing Cai et al. · 0 citations

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