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Giacomo Medda
Giacomo Medda
PhD Student at University of Cagliari
Dirección de correo verificada de unica.it
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Consumer fairness in recommender systems: Contextualizing definitions and mitigations
L Boratto, G Fenu, M Marras, G Medda
European Conference on Information Retrieval, 552-566, 2022
312022
Improving fairness in speaker recognition
G Fenu, G Medda, M Marras, G Meloni
Proceedings of the 2020 European Symposium on Software Engineering, 129-136, 2020
232020
Fair voice biometrics: Impact of demographic imbalance on group fairness in speaker recognition
G Fenu, M Marras, G Medda, G Meloni
Interspeech, 1892-1896, 2021
222021
Practical perspectives of consumer fairness in recommendation
L Boratto, G Fenu, M Marras, G Medda
Information Processing & Management 60 (2), 103208, 2023
112023
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual Reasoning
G Medda, F Fabbri, M Marras, L Boratto, G Fenu
arXiv preprint arXiv:2304.06182, 2023
52023
Causal reasoning for algorithmic fairness in voice controlled cyber-physical systems
G Fenu, M Marras, G Medda, G Meloni
Pattern Recognition Letters 168, 131-137, 2023
52023
Counterfactual graph augmentation for consumer unfairness mitigation in recommender systems
L Boratto, F Fabbri, G Fenu, M Marras, G Medda
Proceedings of the 32nd ACM International Conference on Information and …, 2023
42023
Consumer fairness benchmark in recommendation
L Boratto, G Fenu, M Marras, G Medda
CEUR WORKSHOP PROCEEDINGS 3448, 60-65, 2023
22023
Robustness in fairness against edge-level perturbations in gnn-based recommendation
L Boratto, F Fabbri, G Fenu, M Marras, G Medda
European Conference on Information Retrieval, 38-55, 2024
12024
How do you feel? information retrieval in psychotherapy and fair ranking assessment
V Kumar, G Medda, DR Recupero, D Riboni, R Helaoui, G Fenu
International Workshop on Algorithmic Bias in Search and Recommendation, 119-133, 2023
12023
First International Workshop on Graph-Based Approaches in Information Retrieval (IRonGraphs 2024)
L Boratto, D Malitesta, M Marras, G Medda, C Musto, E Purificato
European Conference on Information Retrieval, 415-421, 2024
2024
Unfairness Assessment, Explanation and Mitigation in Machine Learning Models for Personalization
G Medda
Università degli Studi di Cagliari, 2024
2024
Explaining Unfairness in GNN-based Recommendation
L Boratto, F Fabbri, G Fenu, M Marras, G Medda
The Second Learning on Graphs Conference, 2023
2023
Guaranteeing Privacy and Fairness in Personalized Systems
G Medda
THE 1ST EARLY CAREER RESEARCHERS WORKSHOP COLLOCATED WITH ECCS 2021, 66, 2021
2021
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Artículos 1–14