DPEM: Dual-Perspective Enhanced Mamba for multivariate time series forecasting

Rui Hou; Qiao Liu; Peng He; Yao Liu; Yanwen Huang; Jun Xie; Yang Xie; Tingting Dai

doi:10.1016/j.inffus.2025.103250

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DPEM: Dual-Perspective Enhanced Mamba for multivariate time series forecasting

Rui Hou Qiao Liu Peng He Yao Liu Yanwen Huang Jun Xie Yang Xie Tingting Dai

Year: 2025 Journal: Information Fusion Vol: 123 Pages: 103250-103250 Publisher: Elsevier BV

DOI: 10.1016/j.inffus.2025.103250

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Keywords:

Multivariate statistics Perspective (graphical) Dual (grammatical number) Series (stratigraphy) Computer science Time series Statistics Artificial intelligence Mathematics Machine learning Geology Art

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Time Series Analysis and Forecasting

Physical Sciences → Computer Science → Signal Processing

Stock Market Forecasting Methods

Social Sciences → Decision Sciences → Management Science and Operations Research

Forecasting Techniques and Applications

Social Sciences → Decision Sciences → Management Science and Operations Research

DPEM: Dual-Perspective Enhanced Mamba for multivariate time series forecasting

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