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Add mitigation techniques to fairness in dalex #432

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jakwisn opened this issue Jun 28, 2021 · 0 comments · Fixed by #437
Closed

Add mitigation techniques to fairness in dalex #432

jakwisn opened this issue Jun 28, 2021 · 0 comments · Fixed by #437
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feature 💡 New feature or enhancement request Python 🐍 Related to Python

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jakwisn commented Jun 28, 2021

Add mitigation techniques for preprocessing and postprocessing. As of now I propose adding methods:

  • Pre-processing
    • resample (uniform and preferential)
    • reweight
  • Post-processing
    • ROC pivot
@jakwisn jakwisn added feature 💡 New feature or enhancement request Python 🐍 Related to Python labels Jun 28, 2021
@jakwisn jakwisn self-assigned this Jun 28, 2021
@jakwisn jakwisn mentioned this issue Jul 13, 2021
hbaniecki pushed a commit that referenced this issue Jul 13, 2021
* roc & reweight

* preferential

* Added tests and error handling

* Update NEWS

* add documentation

* bump version

* add seed to test
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