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Estimating Joint Interventional Distributions from Marginal Interventional Data
Sergio Hernan Garrido Mejia, Elke Kirschbaum, Armin Kekić +2
In this paper we show how to exploit interventional data to acquire the joint conditional distribution of all the variables using the Maximum Entropy principle. To this end, we ext…
Phenomenological Causality
Dominik Janzing, Sergio Hernan Garrido Mejia
Discussions on causal relations in real life often consider variables for which the definition of causality is unclear since the notion of interventions on the respective variables…
Obtaining Causal Information by Merging Datasets with MAXENT
Sergio Hernan Garrido Mejia, Elke Kirschbaum, Dominik Janzing
The investigation of the question "which treatment has a causal effect on a target variable?" is of particular relevance in a large number of scientific disciplines. This challengi…