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icu-mortality-prediction's Introduction

ICU Mortality Prediction

Download the data:

The data for this project comes from the PhysioNet challenge, found on the link: https://physionet.org/challenge/2012/

Patient time series

Patient outcomes

Building the dataset:

cd data
python create_dataset.py --mimic_dir path/to/data/set-a/ --outcome_file path/to/data/Outcomes-a.txt --output_dir directory/to/save/output/ --agg_times 15 30 60

Running experiments:

cd experiments
python conv_lstm.py --data_path path/to/data/ --output_dir path/to/save/output --config_file config/experiments_01.json

Publications

Master Thesis: /publications/ufmg-master-thesis.pdf

Big Data 2018: /publications/bigdata2018.pdf

icu-mortality-prediction's People

Contributors

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Watchers

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