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Jul, 2017
深度学习关注 ICU 中的风险
Deep Learning to Attend to Risk in ICU
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Phuoc Nguyen, Truyen Tran, Svetha Venkatesh
TL;DR
利用长短期记忆和层次注意力机制，建立深度学习模型解决 ICU 中生理时间序列数据的不规则和缺失问题，实现对 ICU 死亡风险的预测，并在 PhysioNet 2012 数据集上取得了竞争力和可解释性的结果。
Abstract
Modeling
physiological time-series
in
icu
is of high clinical importance. However, data collected within
icu
are irregular in time and oft
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