Sparse2DCCA
Two dimensional sparse canonical correlation analysis (Sparse2DCCA) for blind source separation and brain image analysis.
Install / Use
/learn @qqaadir/Sparse2DCCAREADME
Sparse2DCCA
Usage:
Just run demo.m file in MATLAB. I have used MATLAB 2017b version to successfully run these scripts.
In case you come across any issue running this simulation setup, please file an issue. I will try to respond as soon as possible.
If you use MATLAB codes provided, please cite this article
Muhammad Ali Qadar, Abdeldjalil Aïssa-El-Bey, Abd-Krim Seghouane, Two dimensional CCA via penalized matrix decomposition for structure preserved fMRI data analysis, Digital Signal Processing, Volume 92, 2019, Pages 36-46, 2019. https://doi.org/10.1016/j.dsp.2019.04.010
This article can be accessed here http://www.sciencedirect.com/science/article/pii/S1051200419300478
Thanks to Navid Shokouhi https://github.com/idnavid for helping with parts of this code development.
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