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- W2922336082 abstract "This report examines the Pinned AUC metric introduced and highlights some of its limitations. Pinned AUC provides a threshold-agnostic measure of unintended bias in a classification model, inspired by the ROC-AUC metric. However, as we highlight in this report, there are ways that the metric can obscure different kinds of unintended biases when the underlying class distributions on which bias is being measured are not carefully controlled." @default.
- W2922336082 created "2019-03-22" @default.
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- W2922336082 date "2019-03-05" @default.
- W2922336082 modified "2023-10-14" @default.
- W2922336082 title "Limitations of Pinned AUC for Measuring Unintended Bias" @default.
- W2922336082 cites W2029694543 @default.
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