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.

Sign up for GitHub

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

Jump to bottom

LogAUC metric #2304

Open
pgniewko opened this issue Jan 12, 2024 · 1 comment · May be fixed by #2377
Open

LogAUC metric #2304

pgniewko opened this issue Jan 12, 2024 · 1 comment · May be fixed by #2377
Assignees
@SkafteNicki
Labels
enhancement New feature or request New metric
Milestone
v1.6.0

Comments

@pgniewko
Copy link

🚀 Feature

Area Under ROC with log transformed FPR.

Motivation

LogAUC is similar to AUROC and is a popular and effective metric to evaluate classification models on very imbalanced datasets. It's used in Drug Design/Discovery applications.

Alternatives

The code is already implemented here.

Additional context

The metric was introduced in this paper.
@pgniewko pgniewko added the enhancement New feature or request label Jan 12, 2024
@github-actions GitHub Actions
Copy link

Hi! thanks for your contribution!, great first issue!

@SkafteNicki SkafteNicki added this to the future milestone Feb 6, 2024
@SkafteNicki SkafteNicki linked a pull request Feb 13, 2024 that will close this issue
Open
4 tasks
@SkafteNicki SkafteNicki modified the milestones: future, v1.6.0 Oct 25, 2024
@SkafteNicki SkafteNicki self-assigned this Oct 25, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees

@SkafteNicki SkafteNicki

Labels
enhancement New feature or request New metric
Projects
None yet
Milestone
v1.6.0
Development

Successfully merging a pull request may close this issue.

New metric: LogAUC Lightning-AI/torchmetrics
3 participants
@SkafteNicki @pgniewko and others