Search Results for author: Asia Biega

Found 5 papers, 0 papers with code

The Role of Relevance in Fair Ranking

no code implementations9 May 2023 Aparna Balagopalan, Abigail Z. Jacobs, Asia Biega

Online platforms mediate access to opportunity: relevance-based rankings create and constrain options by allocating exposure to job openings and job candidates in hiring platforms, or sellers in a marketplace.

Fairness Information Retrieval +1

On the Trade-Off between Actionable Explanations and the Right to be Forgotten

no code implementations30 Aug 2022 Martin Pawelczyk, Tobias Leemann, Asia Biega, Gjergji Kasneci

More specifically, we theoretically and empirically analyze the behavior of popular state-of-the-art algorithms and demonstrate that the recourses generated by these algorithms are likely to be invalidated if a small number of data deletion requests (e. g., 1 or 2) warrant updates of the predictive model.

Estimation of Fair Ranking Metrics with Incomplete Judgments

no code implementations11 Aug 2021 Ömer Kırnap, Fernando Diaz, Asia Biega, Michael Ekstrand, Ben Carterette, Emine Yilmaz

There is increasing attention to evaluating the fairness of search system ranking decisions.


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