Intra and inter-series pattern representations fusion network for multiple time series forecasting

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Canghong Jin, Tianyi Chen, Hao Ni, Qihao Shi

Published: 2025, Last Modified: 11 Nov 2025Appl. Soft Comput. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a time series forecasting method from a multiple sources perspective.•Captures intra-series correlations and inter-series source patterns together.•Boost time series predictability by pattern recognition and feature integration.•Extensive experiments confirm multi-source time series feasibility.