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ModelOriented / fairmodels

Flexible tool for bias detection, visualization, and mitigation
https://fairmodels.drwhy.ai/
GNU General Public License v3.0
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roc_pivot - not affecting predict function #22

Open jakwisn opened 4 years ago

jakwisn commented 4 years ago

Post-processing function roc_pivot does affect only $y_hat of explainer and not the predict function. When dealing with new data it may be misleading. Therefore roc_pivot should also change predict function

Thanks @piotrpiatyszek for bringing it up

jakwisn commented 4 years ago

This is a good issue and it needs to be discussed in more depth as the changes for this to take effect are affecting DALEX. As for now, it will remain open.