Welfare-Optimal Classification with Accuracy Auctions

Bana Sadi, Eden Saig, Nir Rosenfeld

Prediction algorithms are increasingly used to inform decisions about humans, but maximizing accuracy-the standard learning objective-is not necessarily optimal for this purpose. I…