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cs.LG2022★ 1 cited
Individual Preference Stability for Clustering
Saba Ahmadi, Pranjal Awasthi, Samir Khuller +4
In this paper, we propose a natural notion of individual preference (IP) stability for clustering, which asks that every data point, on average, is closer to the points in its own…
cs.LG2022
Multi Stage Screening: Enforcing Fairness and Maximizing Efficiency in a Pre-Existing Pipeline
Avrim Blum, Kevin Stangl, Ali Vakilian
Consider an actor making selection decisions using a series of classifiers, which we term a sequential screening process. The early stages filter out some applicants, and in the fi…
cs.DS2022
Fair Representation Clustering with Several Protected Classes
Zhen Dai, Yury Makarychev, Ali Vakilian
We study the problem of fair -median where each cluster is required to have a fair representation of individuals from different groups. In the fair representation -median pro…