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There are ways to account for that. A model can be fit to race, and then you only predict "on top" of race (meaning residuals). You use that model, which is ind
by mziel 10y ago
There are ways to account for that. A model can be fit to race, and then you only predict "on top" of race (meaning residuals). You use that model, which is independent of race.
- eridius 10y agoThis only works if you're aware that race is even a factor. If you're not aware of the problematic factors, then you can't correct for them.
- marcosdumay 10y agoHow do you know you have the correct model, and isn't making the system more racist instead of less? Machine learning is also very opaque.
- smallnamespace 10y agoBut if the racial factors aren't all the same, then that creates an incentive for people to lie about their race. If you verify the race field, then now you're in the business of enforcing racial definitions.