juaml / julearn

Forschungszentrum Jülich Machine Learning Library
https://juaml.github.io/julearn
GNU Affero General Public License v3.0
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[ENH] Add an example for the LASSO modelling using julearn #217

Open omidvarnia opened 1 year ago

omidvarnia commented 1 year ago

Is your feature request related to a problem? Please describe. No

Describe the solution you'd like An example of how to perform LASSO modelling using julearn and on a sample dataset. Sami has already showed me how to do it and I will need to add his code here.

Describe alternatives you've considered N/A

Do you have a sample code that implements this outside of julearn? Yes, but it is in MATLAB.

Additional context N/A

fraimondo commented 3 months ago

@omidvarnia: @haotsung would like to start contributing to Julearn and this is an ideal first issue for him. Can you clarify what kind of example you were thinking of?

omidvarnia commented 3 months ago

I think an example of how to perform feature selection using Julearn would be very helpful. Imagine we have a set of independent measures for some subjects (say, the behavioural measures in HCP) and would like to use LASSO to tell us which of them are contributing to a particular target (say, age). In other words, which subset of the behavioural measures can more accurately predict age. I was thinking of something like this to show the LASSO procedure (and not necessarily the HCP data and behavioral measures due to the hassle of their access, etc).