This is the source code for the manuscript "Deep Learning-based Asthma Exacerbation Identification using Electronic Medical Records" submitted to PLOS Medicine
Recommended configurations:
- Python3.6
- TensorFlow >= 1.4
- Numpy, scipy, sklearn that match the above versions
To run the codes on Mac OS or Linux, simply use the .sh files
The random_batch.sh is an alternative for training on imbalanced data, if train.sh did not perform well.
All the input files should in .pkl format, see the comments in da_train.py for details.