Online certification of preference-based fairness for personalized
recommender systems

Online certification of preference-based fairness for personalized recommender systems

29 April 2021

S. Corbett-Davies

Jamal Atif

Nicolas Usunier

Papers citing "Online certification of preference-based fairness for personalized recommender systems"

7 / 7 papers shown

Title
Towards Efficient Pareto-optimal Utility-Fairness between Groups in Repeated Rankings Phuong Dinh Mai Duc-Trong Le Tuan-Anh Hoang Dung D. Le 45 0 0 22 Feb 2024
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations David Liu Jackie Baek Tina Eliassi-Rad 29 0 0 15 Oct 2023
Participatory Personalization in Classification Hailey J James Chirag Nagpal Katherine A. Heller Berk Ustun 39 4 0 08 Feb 2023
Fair Ranking as Fair Division: Impact-Based Individual Fairness in Ranking Yuta Saito Thorsten Joachims 18 24 0 15 Jun 2022
When Personalization Harms: Reconsidering the Use of Group Attributes in Prediction Vinith Suriyakumar Marzyeh Ghassemi Berk Ustun 44 6 0 04 Jun 2022
Optimizing generalized Gini indices for fairness in rankings Virginie Do Nicolas Usunier 15 29 0 02 Apr 2022
Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated Rankings Till Kletti J. Renders P. Loiseau 32 17 0 07 Feb 2022