Search Results for author: Sara Hajian

Found 2 papers, 1 papers with code

FA*IR: A Fair Top-k Ranking Algorithm

2 code implementations20 Jun 2017 Meike Zehlike, Francesco Bonchi, Carlos Castillo, Sara Hajian, Mohamed Megahed, Ricardo Baeza-Yates

In this work, we define and solve the Fair Top-k Ranking problem, in which we want to determine a subset of k candidates from a large pool of n >> k candidates, maximizing utility (i. e., select the "best" candidates) subject to group fairness criteria.

Fairness

Exposing the Probabilistic Causal Structure of Discrimination

no code implementations2 Oct 2015 Francesco Bonchi, Sara Hajian, Bud Mishra, Daniele Ramazzotti

Discrimination discovery from data is an important task aiming at identifying patterns of illegal and unethical discriminatory activities against protected-by-law groups, e. g., ethnic minorities.

valid

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