Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Apply betas to new images #47

Open
PhilippKaniuth opened this issue Apr 11, 2023 · 1 comment
Open

Apply betas to new images #47

PhilippKaniuth opened this issue Apr 11, 2023 · 1 comment
Assignees
Labels
feature-request New feature or request high priority Do this first

Comments

@PhilippKaniuth
Copy link
Member

PhilippKaniuth commented Apr 11, 2023

Motivated from #43, if the aim is to generalize the betas to another imageset:

The user submits two (or several) targets and corresponding two (or several) predictors. One these target-predictor pairs will be used to fit the statistical model as usual.

Then, the betas will be extracted and used to reweight another predictor. This predictor must come from the same system, e.g. if using a DNN, it must be the same DNN-module. However, this new predictor can be for different images. Using the betas, this new predictor is reweighted. Finally, the reweighted second predictor is evaluated with its corresponding target.

The question this would answer is: if I reweight my predictor with regards to target, how well does the fitted statistical model (i.e. the betas of the regularized regression) generalize if applied to another predictor with different images?

In contrast to #46, this does allow generalizing the statistical model to a matrix with (dis-)similarities from different images.

@PhilippKaniuth PhilippKaniuth added the feature-request New feature or request label Apr 11, 2023
@PhilippKaniuth PhilippKaniuth self-assigned this Apr 11, 2023
@PhilippKaniuth PhilippKaniuth changed the title Apply betas to new images within each outer CV Apply betas to new images Apr 28, 2023
@PhilippKaniuth
Copy link
Member Author

This is actively worked on on the branch generalize-betas.

@PhilippKaniuth PhilippKaniuth added the high priority Do this first label Apr 28, 2023
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
feature-request New feature or request high priority Do this first
Projects
None yet
Development

No branches or pull requests

1 participant