Awesome
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
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"