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Handle missing values for sensitive attributes #19

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AndreFCruz opened this issue Jul 12, 2022 · 0 comments
Open

Handle missing values for sensitive attributes #19

AndreFCruz opened this issue Jul 12, 2022 · 0 comments
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enhancement New feature or request low priority Nice to have but not crucial S effort T-shirt effort weighing: S

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@AndreFCruz
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Summary

LightGBM allegedly handles missing values in the features (e.g., represented as NaN).
We should also be able to handle missing values in the constraint group column (sensitive attribute).

For instance, we could do imputation with the majority group for all rows with unknown sensitive attribute.
@AndreFCruz AndreFCruz added the enhancement New feature or request label Jul 12, 2022
@AndreFCruz AndreFCruz added S effort T-shirt effort weighing: S low priority Nice to have but not crucial labels Jul 19, 2022
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enhancement New feature or request low priority Nice to have but not crucial S effort T-shirt effort weighing: S
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@AndreFCruz