Skip to content

This repository is related to the paper "Data augmentation and hierarchical classification to support the diagnosis of neuropathies based on time series analysis".

Notifications You must be signed in to change notification settings

vidcoo/GenAlgorithm

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

12 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

'''

This project is related to the paper :
[Data augmentation and hierarchical classification to support the diagnosis of neuropathies based on time series analysis, 
Claudio Meneses V., Jorge Littin C., David Coo Aqueveque., Juan Guerrero-Henriquez, Martin Vargas M.] 
https://doi.org/10.1016/j.bspc.2024.106302

If you use this algorithm in your research work, please cite this paper.

For more information, please conctact us to cmeneses@ucn.cl

'''

Additional information:
1) Youn can find the COP time series in "COP_Tests" folder, for each class: Healthy (HG), Diabetic (DG) and Neuropathic (DNG) participants.
2) Inside the folders, files are grouped in participants folders.
3) DAGA_2024.ipynb is a Google Colab file, then you can import it to check the code.
4) DAGA_2024.py is the Python code, you can check it.
5) Dataset_Full_Attr.csv is a dataset with feature extracted from time series. This is used to get median value (Path and F80).
6) Some csv files inside "Files" folder are used only for graphing data.

About

This repository is related to the paper "Data augmentation and hierarchical classification to support the diagnosis of neuropathies based on time series analysis".

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published