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tensorflow / fairness-indicators

Tensorflow's Fairness Evaluation and Visualization Toolkit
Apache License 2.0
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Support for bias/unfairness mitigation for multiclass classification problems #335

Open pradeepdev-1995 opened 1 year ago

pradeepdev-1995 commented 1 year ago

Do fairness-indicators support bias/unfairness measurement and mitigation also in multiclass classification use cases?

pradeepdev-1995 commented 1 year ago

According to the github page for tensorflow fairness-indicators :

Fairness Indicators enables easy computation of commonly-identified fairness metrics for binary and multiclass classifiers.

However, I'm unable to find any example using tf-fairness-indicators for multiclass classifier/output. The examples mentioned here and here demonstrates the usage only for binary-class, without giving any idea how to extend this for multiclass-classifiers.

Do we have any reference/documented approach for extending this to multiclass-classifiers ?