Safe drug recommendation through forward data imputation and recurrent residual neural network

Junping Liu, Zhiju Wan, Xinrong Hu, Qiang Zhu

Abstract: Highlights•Forward filling is effective for reducing missing data of electronic health records.•A novel recurrent neural network is proposed to capture historical patient’s changes.•Adjustable DDI loss function can achieve a balance between accuracy and safety of drug recommendation.