Raman spectroscopy to screen diabetes mellitus

Version 1.0.1 (11.8 KB) by Edgar Guevara
Raman spectroscopy is used non-invasively to screen diabetic patients, using ANN, PCA & SVM
5.0
(1)
209 Downloads
Updated 3 Dec 2018
View License on GitHub

This script pre-processes the spectra to reproduce Fig. 1 of our paper:
Guevara, E., Torres-Galván, J. C., Ramírez-Elías, M. G., Luevano-Contreras, C., & González, F. J. (2018). Use of Raman spectroscopy to screen diabetes mellitus with machine learning tools. Biomedical Optics Express, 9(10), 4998–5010. https://doi.org/10.1364/BOE.9.004998

The dataset of our work where the application of portable Raman spectroscopy coupled with several supervised machine-learning techniques, is used to discern between diabetic patients (DM2) and healthy controls (Ctrl), with a high degree of accuracy. Download dataset from: https://www.kaggle.com/codina/raman-spectroscopy-of-diabetes

Cite As

Edgar Guevara (2024). Raman spectroscopy to screen diabetes mellitus (https://github.com/guevaracodina/raman-diabetes), GitHub. Retrieved .

MATLAB Release Compatibility
Created with R2017b
Compatible with any release
Platform Compatibility
Windows macOS Linux
Categories
Find more on Chemical Spectroscopy in Help Center and MATLAB Answers

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Versions that use the GitHub default branch cannot be downloaded

Version Published Release Notes
1.0.1

Updated dependency from https://la.mathworks.com/matlabcentral/fileexchange/60383-implementation-of-the-vancouver-raman-algorithm
1.0.0

To view or report issues in this GitHub add-on, visit the GitHub Repository.
To view or report issues in this GitHub add-on, visit the GitHub Repository.