Modeling Temporal Dynamics in Irregular ICU Data Using MWTA-LSTM

Mamadou Ben Hamidou Cissoko, Vincent Castelain, Nicolas Lachiche

Published: 2024, Last Modified: 02 Mar 2026EPIA (2) 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Accurately modeling a patient’s illness and care processes is crucial in personalized predictive medicine due to their long-term temporal dependencies. However, electronic health records often contain episodic and irregularly timed data, posing a challenge for constructing personalized predictive models.
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