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LogAUC metric #2304

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

LogAUC metric #2304

pgniewko opened this issue Jan 12, 2024 · 1 comment 路 May be fixed by #2377
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enhancement New feature or request New metric
Milestone
future

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@pgniewko
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馃殌 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
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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
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enhancement New feature or request New metric
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adding new metric LogAUC Lightning-AI/torchmetrics
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@SkafteNicki @pgniewko and others