518 citations · 869 across the 11 of their papers we have counts for
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cs.LG2015★ 518 cited
Learning to Diagnose with LSTM Recurrent Neural Networks
Zachary C. Lipton, David C. Kale, Charles Elkan +1
Clinical medical data, especially in the intensive care unit (ICU), consist of multivariate time series of observations. For each patient visit (or episode), sensor data and lab te…
cs.LG2015★ 31 cited
Phenotyping of Clinical Time Series with LSTM Recurrent Neural Networks
Zachary C. Lipton, David C. Kale, Randall C. Wetzel
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 ou…