Search Results for author: Nicola Neophytou

Found 2 papers, 0 papers with code

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

no code implementations23 May 2022 Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi

Group fairness ensures that the outcome of machine learning (ML) based decision making systems are not biased towards a certain group of people defined by a sensitive attribute such as gender or ethnicity.

Attribute Decision Making +3

Revisiting Popularity and Demographic Biases in Recommender Evaluation and Effectiveness

no code implementations15 Oct 2021 Nicola Neophytou, Bhaskar Mitra, Catherine Stinson

We find statistically significant differences in recommender performance by both age and gender.

Cannot find the paper you are looking for? You can Submit a new open access paper.