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GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients

The source code for GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients

Thanks for your interest in our work!

Requirements

  • Install python, pytorch. We use Python 3.7.3, Pytorch 1.5.0.
  • If you plan to use GPU computation, install CUDA

Data preparation

The raw data for PhysioNet Dataset are open according to here

Run GRASP

All the hyper-parameters and steps are included in the .ipynb file, you can run it directly.

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  • Jupyter Notebook 70.7%
  • Python 29.3%