Part V · Chapter 48Version 1.1 · 5 November 202631 min read
Distribution Transformation
Key message
Distribution transformation removes information that features carry about a protected attribute while keeping predictive signal; its guarantees reach only as far as the dependence actually removed, which must be measured jointly, per intersection and on new data.
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