e.g., job screening (Posse, 2016; Taylor, 2016), community safety (Perry, 2013; Lowenkamp, 2009; Kleinberg et al., 2017a), product personalization (Covington et al., 2016; Gomez-Uribe and Hunt, 2015) [...] 3 3 Any (only numerical features) Edwards and Storkey (2016) Pre/In 3 3 7 7 3 3 MLPs Goh et al. (2016) In 3 3 3 7 3 3 Ramp loss Hardt et al. (2016) Post 7 7 3 7 3 3 Any score-based Corbett-Davies et al [...] http://jmlr.org/papers/v20/18-262.html. Zafar, Valera, Gomez-Rodriguez, Gummadi ing (Posse, 2016; Taylor, 2016) and education (Romero and Ventura, 2011). By leveraging vast amounts of (training) data and …

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