210 citations · 232 across the 11 of their papers we have counts for
3 papers · 1 filter
Stein-like Estimators for Causal Mediation Analysis in Randomized Trials
Cedric E. Ginestet, Richard Emsley, Sabine Landau
Causal mediation analysis aims to estimate the natural direct and indirect effects under clearly specified assumptions. Traditional mediation analysis based on Ordinary Least Squar…
Convex Combination of Ordinary Least Squares and Two-stage Least Squares Estimators
Cedric E. Ginestet, Richard Emsley, Sabine Landau
In the presence of confounders, the ordinary least squares (OLS) estimator is known to be biased. This problem can be remedied by using the two-stage least squares (TSLS) estimator…
Classification Loss Function for Parameter Ensembles in Bayesian Hierarchical Models
Cedric E. Ginestet, Nicky G. Best, Sylvia Richardson
Parameter ensembles or sets of point estimates constitute one of the cornerstones of modern statistical practice. This is especially the case in Bayesian hierarchical models, where…