Firoozeh Sepehr

An Algorithm to Learn Polytree Networks with Hidden Nodes

Ancestral graphs are a prevalent mathematical tool to take into account latent (hidden) variables in a probabilistic graphical model. In ancestral graph representations, the nodes are only the observed (manifest) variables and the notion of m-separation fully characterizes the conditional independen…