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Link to original content: https://doi.org/10.3233/978-1-61499-830-3-1277
IOS Press Ebooks - Deep Diabetologist: Learning to Prescribe Hypoglycemic Medications with Recurrent Neural Networks
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Deep Diabetologist: Learning to Prescribe Hypoglycemic Medications with Recurrent Neural Networks
Jing Mei, Shiwan Zhao, Feng Jin, Lingxiao Zhang, Haifeng Liu, Xiang Li, Guotong Xie, Xuejun Li, Meilin Xu
1277
10.3233/978-1-61499-830-3-1277
Studies in Health Technology and Informatics
Volume 245: MEDINFO 2017: Precision Healthcare through Informatics
Abstract

In healthcare, applying deep learning models to electronic health records (EHRs) has drawn considerable attention. This sequential nature of EHR data make them wellmatched for the power of Recurrent Neural Network (RNN). In this poster, we propose “Deep Diabetologist” – using RNNs for EHR sequential data modeling to provide personalized hypoglycemic medication prediction for diabetic patients. Our results demonstrate improved performance compared with a baseline classifier using logistic regression.

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