Maximum Likelihood Estimation of Regularisation Parameters. - Ana Fernandez Vidal; Marcelo Pereyra (ICIP, 2018)

Maximum Likelihood Estimation of Regularization Parameters in High-Dimensional Inverse Problems: An Empirical Bayesian Approach. Part II: Theoretical Analysis. - Valentin De Bortoli; Alain Durmus; Marcelo Pereyra; Ana Fernandez Vidal (SIAM J. Imaging Sci., 2020)

Maximum Likelihood Estimation of Regularization Parameters in High-Dimensional Inverse Problems: An Empirical Bayesian Approach Part I: Methodology and Experiments. - Ana Fernandez Vidal; Valentin De Bortoli; Marcelo Pereyra; Alain Durmus (SIAM J. Imaging Sci., 2020)

Fast Bayesian Model Selection in Imaging Inverse Problems Using Residuals. - Ana Fernandez Vidal; Marcelo Pereyra; Alain Durmus; Jean-François Giovannelli (SSP, 2021)

Efficient stochastic optimisation by unadjusted Langevin Monte Carlo. - Valentin De Bortoli; Alain Durmus; Marcelo Pereyra; Ana Fernandez Vidal (Stat. Comput., 2021)