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stat.ME2024
Scalable Expectation Propagation for Mixed-Effects Regression
Jackson Zhou, John T. Ormerod, Clara Grazian
Mixed-effects regression models represent a useful subclass of regression models for grouped data; the introduction of random effects allows for the correlation between observation…
stat.ME2023★ 1 cited
Skew-Normal Posterior Approximations
Jackson Zhou, Clara Grazian, John Ormerod
Many approximate Bayesian inference methods assume a particular parametric form for approximating the posterior distribution. A multivariate Gaussian distribution provides a conven…
stat.ME2022
Bayesian Copula Directional Dependence for causal inference on gene expression data
Vasiliki Vamvaka, Clara Grazian
Modelling and understanding directional gene networks is a major challenge in biology as they play an important role in the architecture and function of genetic systems. Copula Dir…