Metric-Fair Classifier Derandomization

Jimmy Wu, Yatong Chen, Yang Liu

Abstract: We study the problem of <em>classifier derandomization</em> in machine learning: given a stochastic binary classifier $f: X \to [0,1]$, sample a deterministic classifier $\hat{f}: X \to \{0,1\}$ th...