12 citations · 12 across the 1 of their papers we have counts for
3 papers
Moment Multicalibration for Uncertainty Estimation
Christopher Jung, Changhwa Lee, Mallesh M. Pai +2
We show how to achieve the notion of "multicalibration" from Hébert-Johnson et al. [2018] not just for means, but also for variances and other higher moments. Informally, it means…
Fair Prediction with Endogenous Behavior
Christopher Jung, Sampath Kannan, Changhwa Lee +3
There is increasing regulatory interest in whether machine learning algorithms deployed in consequential domains (e.g. in criminal justice) treat different demographic groups "fair…
A Center in Your Neighborhood: Fairness in Facility Location
Christopher Jung, Sampath Kannan, Neil Lutz
When selecting locations for a set of facilities, standard clustering algorithms may place unfair burden on some individuals and neighborhoods. We formulate a fairness concept that…