Phenotyping of Clinical Time Series with LSTM Recurrent Neural Networks [article]

Zachary C. Lipton, David C. Kale, Randall C. Wetzel
2017 arXiv   pre-print
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.
arXiv:1510.07641v2 fatcat:x75xdqvuunfpdiekul3ibujioi