Mechanical Ventilation Clustering

Time series models for mechanical ventilation representation, clustered to uncover hidden patient subtypes in the data.

Temporal Pointwise Convolution

A model for processing time series in Electronic Health Records. It outperforms the LSTM and Transformer models on MIMIC-IV and eICU.


The LSTM-GNN model uses similarity between patients to obtain a better representation of the diagnosis information in the Electronic Health Record.