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README

This repository contains a implementation of our "Hybrid Language Model and Diffusion based Neural ODE for Progressive Diagnosis Prediction in Healthcare Data" .

Environment Setup

  1. Pytorch 1.12.1

  2. Python 3.7.15

  3. torchdiffeq

    pip install torchdiffeq

Run

The implementation of language model-based embedding initialization for EHR data (emb.py) and model (ProHealth.py);

Example to run the codes

step 1:fine-tune language model and generate embeddings

python emb.py

step 2:train model

python ProHealth.py

prohealth's People

Contributors

reviverkey avatar melinda315 avatar

Stargazers

Yifan Feng avatar

Watchers

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