MultiTL-KELM: A multi-task learning algorithm for multi-step-ahead time series prediction

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Rui Ye, Qun Dai

Published: 2019, Last Modified: 17 Jul 2025Appl. Soft Comput. 2019EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•MultiTL-KELM makes the most of time-remote observations for the current prediction.•MultiTL-KELM regards predictions of different horizons as different tasks.•MultiTL-KELM takes the inner relatedness of horizons into consideration.•In MultiTL-KELM, forecasts for future horizons are performed in parallel.