Differentially Private and Federated Structure Learning in Bayesian Networks

Ghita Fassy El Fehri, Aurélien Bellet, Philippe Bastien

Learning the structure of a Bayesian network from decentralized data poses two major challenges: (i) ensuring rigorous privacy guarantees for participants, and (ii) avoiding commun…