Unbiased Binning for Fairness-aware A ! ribute Representation
The unbiased binning problem is formulating, which seeks bucketized attributes that satisfy group parity and restricts group disparities across buckets to at most 𝐿 -biased binning, which restricts group disparities across buckets to at most 𝐿 .