Propensity Score Estimation with Multi-Layer Neural Networks
Updated: 2022-12-19 11:31:34
Home Search Browse Collections My Account About Digital Commons Network⢠Skip to main content Home About FAQ My Account Home DISSERTATIONS AAI29320828 Propensity Score Estimation with Multi-Layer Neural Networks Igor Migunov Fordham University Abstract The propensity score analysis is a statistical tool for deriving causal inferences in a broad class of settings when the randomized controlled experiment is not feasible in terms of design or research ethics . Observational studies provide enormous amounts of data statistical processing of which , nevertheless , can not explicitly answer the question of how large is the effect of the treatment on the outcome due to the effects of the confounders . The propensity score makes it possible for a researcher to reduce the confounders to one