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stat.ML2024
A Note on Bayesian Networks with Latent Root Variables
Marco Zaffalon, Alessandro Antonucci
We characterise the likelihood function computed from a Bayesian network with latent variables as root nodes. We show that the marginal distribution over the remaining, manifest, v…
stat.ML2022★ 1 cited
Bounding Counterfactuals under Selection Bias
Marco Zaffalon, Alessandro Antonucci, Rafael Cabañas +2
Causal analysis may be affected by selection bias, which is defined as the systematic exclusion of data from a certain subpopulation. Previous work in this area focused on the deri…