Phenotyping of Clinical Time Series with LSTM Recurrent Neural Networks

October 26, 2015 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Zachary C. Lipton, David C. Kale, Randall C. Wetzel arXiv ID 1510.07641 Category cs.LG: Machine Learning Citations 38 Venue arXiv.org Last Checked 6 months ago
Abstract
We present a novel application of LSTM recurrent neural networks to multilabel classification of diagnoses given variable-length time series of clinical measurements. Our method outperforms a strong baseline on a variety of metrics.
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