Skip to content

An RL approach to weaning of mechanical ventilation in ICU

Notifications You must be signed in to change notification settings

bee-hive/VentRL

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

28 Commits
 
 
 
 
 
 
 
 

Repository files navigation

VentRL

This repository comprises work on an RL approach to weaning of mechanical ventilation in ICU, based on this paper.

Data

The code assumes access to the MIMIC-III database: https://mimic.physionet.org/. To run the project from the included files, a local postgres SQL server must be installed and the MIMIC-III database must be set up as described in https://github.com/MIT-LCP/mimic-code/tree/master/buildmimic.

Dependencies

  • python 2.7
  • numpy
  • pandas
  • os
  • pickle
  • psycopg2
  • scikit-learn
  • scipy
  • matplotlib
  • seaborn

This is research level code, and will continue to be updated. If you have any questions/comments, please email np6@princeton.edu. Thanks!

About

An RL approach to weaning of mechanical ventilation in ICU

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published