/Mortality-Prediction-Xerox

Predict the risk of death (mortality) in patients admitted to ICU within hospitals.

Primary LanguagePython

Mortality-Prediction-Xerox

Predict the risk of death (mortality) in patients admitted to ICU within hospitals as part of the Xerox Mortality Prediction Challenge.
Details of the files are as follows:

  1. MortalityPredictioninICU-XRCI_MiniProject.pdf - details of the project
  2. featureExtract.py - extracts 79 features from data as described in MortalityPredictioninICU-XRCI_MiniProject.pdf
  3. neuralNetwork.py - 3 layer artifical neural network, with 30 neurons in both the hidden layers
  4. run_model.py - generating predictions of the model on test data
  5. score.m - scoring function calculating sensitivity score, specificity score and mean prediction time score