Independent Component Analysis (ICA) | EEG Analysis Example Code
The final video in a 2-part series on Principal Component Analysis (PCA) and Independent Component Analysis (ICA). This video provides a high-level introduction to ICA, compares it to PCA, and walks through some example code.
More in this series:
Blog: https://towardsdatascience.com/indepe...
PCA: • Principal Component Analysis (PCA) | ...
Example code: https://github.com/ShawhinT/YouTube/t...
A resource I found helpful:
Hyvärinen A, Oja E. Independent component analysis: algorithms and applications. Neural Netw. 2000;13(4–5):411–430. doi:10.1016/s0893–6080(00)00026–5
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Homepage: https://shawhintalebi.com/
Introduction - 0:00
Cocktail Party Problem - 0:32
ICA assumptions - 2:24
PCA vs. ICA - 5:25
Example: Blink Artifact Removal - 7:14
Closing remarks - 12:25
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