2 papers
stat.ML2026
Variational Consensus Monte Carlo for Bayesian Mixture
Julie Fendler, Francesca L. Crowe, Tom Marshall +2
Motivated by the privacy, sensitivity and sharing limitations of health data, we present a comprehensive pipeline for inference of Bayesian mixture models within a federated learni…
stat.ML2025
Federated Variational Inference for Bayesian Mixture Models
Jackie Rao, Francesca L. Crowe, Tom Marshall +2
We present a federated learning approach for Bayesian model-based clustering of large-scale binary and categorical datasets. We introduce a principled 'divide and conquer' inferenc…