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stat.ME2023
Efficient Bayesian functional principal component analysis of irregularly-observed multivariate curves
Tui Nolan, Sylvia Richardson, Hélène Ruffieux
The analysis of multivariate functional curves has the potential to yield important scientific discoveries in domains such as healthcare, medicine, economics and social sciences. H…
stat.ME2023
A modelling framework for detecting and leveraging node-level information in Bayesian network inference
Xiaoyue Xi, Hélène Ruffieux
Bayesian graphical models are powerful tools to infer complex relationships in high dimension, yet are often fraught with computational and statistical challenges. If exploited in…