[Application of recurrent neural network in prognosis of peritoneal dialysis].
Journal:
Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences
Published Date:
Jun 18, 2019
Abstract
OBJECTIVE: Deep learning models, including recurrent neural network (RNN) and gated recurrent unit (GRU), were used to construct the clinical prognostic prediction models for peritoneal dialysis (PD) patients based on routine clinical data. The performance of the RNN and GRU were compared with logistic regression (LR), which is commonly used in medical researches. The possible underlining clinical implications based on the result from the GRU model were also investigated.