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[ENH] Add an example for the LASSO modelling using julearn #217

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omidvarnia opened this issue Jan 26, 2023 · 2 comments
Open

[ENH] Add an example for the LASSO modelling using julearn #217

omidvarnia opened this issue Jan 26, 2023 · 2 comments
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documentation Improvements or additions to documentation

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@omidvarnia
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omidvarnia commented Jan 26, 2023

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

@omidvarnia omidvarnia added the enhancement New feature or request label Jan 26, 2023
@fraimondo fraimondo added documentation Improvements or additions to documentation and removed enhancement New feature or request labels Apr 6, 2023
@fraimondo
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@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
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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).

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