Search Results for author: Paresha Farastu

Found 4 papers, 1 papers with code

Exploring Social Choice Mechanisms for Recommendation Fairness in SCRUF

1 code implementation10 Sep 2023 Amanda Aird, Cassidy All, Paresha Farastu, Elena Stefancova, Joshua Sun, Nicholas Mattei, Robin Burke

Fairness problems in recommender systems often have a complexity in practice that is not adequately captured in simplified research formulations.

Fairness Recommendation Systems

Dynamic fairness-aware recommendation through multi-agent social choice

no code implementations2 Mar 2023 Amanda Aird, Paresha Farastu, Joshua Sun, Elena Štefancová, Cassidy All, Amy Voida, Nicholas Mattei, Robin Burke

Algorithmic fairness in the context of personalized recommendation presents significantly different challenges to those commonly encountered in classification tasks.

Fairness Recommendation Systems

Who Pays? Personalization, Bossiness and the Cost of Fairness

no code implementations8 Sep 2022 Paresha Farastu, Nicholas Mattei, Robin Burke

The concern is that a bossy user may be able to shift the cost of fairness to others, improving their own outcomes and worsening those for others.

Fairness Recommendation Systems

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