For generating samples from raw data, please run data_prep. The Depresjon Dataset is available on https://datasets.simula.no/depresjon/
For running PPD-ERT:
Please find the source code for PPD-ERT at https://github.com/AminAminifar/PPD-ERT.
Copy and replace 'Import_Data.py', 'Prediction_and_Classification_Performance.py', and 'Main_ Simulation_PPD_ERT.py' files and 'Datasets' folder in PPD-ERT source code.
The generated data after running data_prep can be replaced with the data in the Datasets folder.
Related paper: A. Aminifar, F. Rabbi, V. K. I. Pun and Y. Lamo, "Monitoring Motor Activity Data for Detecting Patients’ Depression Using Data Augmentation and Privacy-Preserving Distributed Learning," 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021, pp. 2163-2169, doi: 10.1109/EMBC46164.2021.9630592. https://ieeexplore.ieee.org/abstract/document/9630592
Video: https://www.youtube.com/watch?v=qs0Aqw4I3VQ&list=PLYYUdaOofPGimow72H1JwgchGvUPY4YW3&index=3
@inproceedings{aminifar2021monitoring,
author={Aminifar, Amin and Rabbi, Fazle and Pun, Violet Ka I and Lamo, Yngve},
booktitle={2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)},
title={Monitoring Motor Activity Data for Detecting Patients’ Depression Using Data Augmentation and Privacy-Preserving Distributed Learning},
year={2021},
pages={2163-2169},
doi={10.1109/EMBC46164.2021.9630592}}