ICE-NODE: Integration of Clinical Embeddings with Neural Ordinary Differential Equations. (arXiv:2207.01873v2 [cs.LG] UPDATED)

Early diagnosis of disease can result in improved health outcomes, such as
higher survival rates and lower treatment costs. With the massive amount of
information in electronic health records (EHRs), there is great potential to
use machine learning (ML) methods to model disease progression aimed at early
prediction of disease onset and other outcomes. In this work, we employ recent
innovations in neural ODEs to harness the full temporal information of EHRs. We
propose ICE-NODE (Integration of Clinical Embeddings with …

arxiv ice integration lg node ordinary