Heloise Logan
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View article: A Framework for Fairness in Two-Sided Marketplaces
A Framework for Fairness in Two-Sided Marketplaces Open
Many interesting problems in the Internet industry can be framed as a two-sided marketplace problem. Examples include search applications and recommender systems showing people, jobs, movies, products, restaurants, etc. Incorporating fairn…
View article: Scalable Assessment and Mitigation Strategies for Fairness in Rankings
Scalable Assessment and Mitigation Strategies for Fairness in Rankings Open
Motivated by industrial-scale applications, we consider two specific areas of fairness, one connected to the notion of equality of opportunity, and the other one generally tied to fair model performance. Throughout the paper, we consider o…
View article: Achieving Fairness via Post-Processing in Web-Scale Recommender Systems
Achieving Fairness via Post-Processing in Web-Scale Recommender Systems Open
Building fair recommender systems is a challenging and crucial area of study due to its immense impact on society. We extended the definitions of two commonly accepted notions of fairness to recommender systems, namely equality of opportun…