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