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math.ST2016★ 2 cited
Bayesian Mendelian Randomization
Carlo Berzuini, Hui Guo, Stephen Burgess +1
Our Bayesian approach to Mendelian Randomisation uses multiple instruments to assess the putative causal effect of an exposure on an outcome. The approach is robust to violations o…
math.ST2015
Sufficient Covariate, Propensity Variable and Doubly Robust Estimation
Hui Guo, Philip Dawid, Giovanni Berzuini
Statistical causal inference from observational studies often requires adjustment for a possibly multi-dimensional variable, where dimension reduction is crucial. The propensity sc…