TDSTF

This is the github repository for the paper "A Transformer-based Diffusion Probabilistic Model for Heart Rate and Blood Pressure Forecasting in Intensive Care Unit" (https://doi.org/10.1016/j.cmpb.2024.108060)

MIMIC-III data

Download the dataset at

https://physionet.org/content/mimiciii/1.4/

Environment

Anaconda3-2023.03-0-Windows-x86_64

Pytorch=2.1.1 + cuda=11.8

Data preprocessing

Create empty folders: "/save", "/preprocess/data", "/preprocess/data/MIMICIII", and "/preprocess/data/first"

Download the MIMIC-III data to "/preprocess/data/MIMICIII"

Run the files step_1.py through step_4.py in order in the folder "/preprocess"

Experiments

Run the file main.py

To test a pretrained model, please assign the model folder name to the parameter "modelfolder"

Acknowledgements

A part of the codes is based on CSDI and STraTS