Deprecation warning: This web page is out of date. My current web page is located at: mikolajbuchwald.com.
(winter semester 2019/20)
Independent Component Analysis with Python for Cognitive Science students.
Two articles introducing mathematical concept behind ICA:
We will focus on the second article. There is an accompanying IPython Notebook for it on GitHub here.
You can download the entire repository with:
git clone https://github.com/akcarsten/Independent_Component_Analysis
Now we will analyze artifact detection and correction in EEG data with Python-MNE. An example for that is available in Documentation here and as IPython Notebook here.
fMRI data ICA with nilearn as presented here. Download Jupyter Notebook under this link.