Abstract: Highlights•A novel neural model, called SIET, is proposed for medicine recommendation.•An inductive learning-based method is developed to learn entity (disease, medicine) embedding.•SIET achieves state-of-art performance in MIMIC-III, DrugBank and ICD-9 ontology datasets.
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