688 citations · 1.4k across the 8 of their papers we have counts for
3 papers · 1 filter
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…
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…
Learning and Optimization with Submodular Functions
Bharath Sankaran, Marjan Ghazvininejad, Xinran He +2
In many naturally occurring optimization problems one needs to ensure that the definition of the optimization problem lends itself to solutions that are tractable to compute. In ca…