Tatiana Boura

A Semi-Analytical Inference Framework for Structural Causal Models

This work performs inference using a message passing scheme directly on the Structural Causal Models by representing structural mechanisms and probability densities in a common finite-dimensional function space and expresses inference through numerical quadrature and linear algebra without explicitly constructing condi...