39 citations · 79 across the 4 of their papers we have counts for
4 papers
Collaborative and Distributed Bayesian Optimization via Consensus: Showcasing the Power of Collaboration for Optimal Design
Xubo Yue, Raed Al Kontar, Albert S. Berahas +2
Optimal design is a critical yet challenging task within many applications. This challenge arises from the need for extensive trial and error, often done through simulations or run…
Federated Data Analytics: A Study on Linear Models
Xubo Yue, Raed Al Kontar, Ana María Estrada Gómez
As edge devices become increasingly powerful, data analytics are gradually moving from a centralized to a decentralized regime where edge compute resources are exploited to process…
Federated Gaussian Process: Convergence, Automatic Personalization and Multi-fidelity Modeling
Xubo Yue, Raed Al Kontar
In this paper, we propose \texttt{FGPR}: a Federated Gaussian process () regression framework that uses an averaging strategy for model aggregation and stochastic gra…
GIFAIR-FL: A Framework for Group and Individual Fairness in Federated Learning
Xubo Yue, Maher Nouiehed, Raed Al Kontar
In this paper we propose \texttt{GIFAIR-FL}: a framework that imposes \textbf{G}roup and \textbf{I}ndividual \textbf{FAIR}ness to \textbf{F}ederated \textbf{L}earning settings. By…